{"id":"W6977386344","doi":"10.6084/m9.figshare.1378926","title":"Proposal for Alfred P. Sloan Grant #2014-3-25 \"to support greater understanding of social media in scholarly communication and the actual meaning of various altmetrics\"","year":2015,"lang":"en","type":"article","venue":"Figshare","topic":"Digital Humanities and Scholarship","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Meaning (existential); Foundation (evidence); Scholarly communication; Period (music); Social media; Identity (music); Information center","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["scholarly_communication","metaresearch"],"domain":"evaluation","study_design":"not_applicable","genre":"protocol","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"},{"model":"gpt","categories":["scholarly_communication","bibliometrics"],"domain":null,"study_design":"not_applicable","genre":"other","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004571325,0.0001071612,0.0002377474,0.0001816493,0.0001751546,0.0005257825,0.0002747288,0.00004833328,0.003358355],"category_scores_gemma":[0.001170573,0.00007755988,0.00006101684,0.0000598025,0.00009720505,0.0007956559,0.0001315955,0.0001443373,0.00001422036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006933221,"about_ca_system_score_gemma":0.000103301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008512248,"about_ca_topic_score_gemma":0.003453689,"domain_scores_codex":[0.9990956,0.00007117931,0.0002971498,0.0001181103,0.0002499194,0.000168088],"domain_scores_gemma":[0.9989456,0.0003810663,0.0001571148,0.0001519063,0.0003113445,0.00005297439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003160506,0.00005344065,0.0000781721,0.0001726449,0.00004537032,0.000001867094,0.3910265,0.000001549173,0.000003550354,0.5276801,0.07979507,0.0008256335],"study_design_scores_gemma":[0.0185668,0.001963485,0.003280536,0.002487365,0.0002121887,0.00001579947,0.3604457,0.0002958684,0.0004388104,0.2818914,0.3290476,0.001354437],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2146622,0.001566061,0.00004199183,0.003449716,0.0008018923,0.00640367,0.3851952,0.000226585,0.3876527],"genre_scores_gemma":[0.993893,0.000001130128,0.00006307258,0.00007969447,0.00008325652,0.00006873991,0.005509062,0.00001706846,0.0002850064],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7792308,"threshold_uncertainty_score":0.9975527,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.234411710871908,"score_gpt":0.2818770805864573,"score_spread":0.04746536971454923,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}