{"id":"W6912953384","doi":"10.5281/zenodo.5911990","title":"DocNow/twarc: v2.9.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; Alberta Library; University of Alberta","funders":"","keywords":"Identification (biology); Product (mathematics); Work (physics); Perspective (graphical)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003058762,0.004062217,0.002231506,0.004057227,0.00223611,0.009709494,0.007526193,0.004603911,0.7795995],"category_scores_gemma":[0.01386404,0.003710119,0.002685785,0.004163181,0.001111728,0.009579039,0.008199019,0.005070363,0.9089787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002497602,"about_ca_system_score_gemma":0.002503362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01310704,"about_ca_topic_score_gemma":0.01206159,"domain_scores_codex":[0.9970286,0.0003376344,0.0002130983,0.000485088,0.001428574,0.0005070271],"domain_scores_gemma":[0.9925553,0.0007541616,0.0002561976,0.00268475,0.002735084,0.001014458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004647135,0.0000120401,0.00004525712,0.0001409275,0.000006437682,0.00001174334,0.00002303001,0.00005441348,0.0001810375,0.0004855978,0.9925857,0.00640733],"study_design_scores_gemma":[0.00005440225,0.00001201513,0.0001659744,0.00005679377,0.000006781373,0.00004348637,0.00002402933,0.0001732113,0.001200794,0.001263463,0.9969549,0.00004405426],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0002366288,0.0003059292,0.01317977,0.0008912911,0.001031376,0.0002907939,0.1827511,0.6603631,0.14095],"genre_scores_gemma":[0.00233406,0.0002651229,0.007345164,0.001313107,0.0002272013,0.0004149849,0.2255163,0.5941272,0.1684568],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.7795995,"threshold_uncertainty_score":0.3143744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03235842534413907,"score_gpt":0.2483677421089894,"score_spread":0.2160093167648504,"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."}}