{"id":"W4404840934","doi":"10.32920/27931734.v1","title":"Consensus Guidelines for Digital Scholarship in Academic Promotion","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Scholarship; Digital scholarship; Promotion (chess); Political science; Engineering ethics; Public relations; Data science; Sociology; Computer science; Library science; Engineering; Law","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3683537,0.002525571,0.003668974,0.02251357,0.01151494,0.01918675,0.01985841,0.02514782,0.01270484],"category_scores_gemma":[0.5493938,0.002807585,0.009011891,0.01458502,0.01571362,0.01546087,0.02305649,0.0253702,0.01189529],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02109508,"about_ca_system_score_gemma":0.1169145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01423668,"about_ca_topic_score_gemma":0.01591062,"domain_scores_codex":[0.5079869,0.2837171,0.1157703,0.01210114,0.07374769,0.006676731],"domain_scores_gemma":[0.3623057,0.2574692,0.03715628,0.03110632,0.2905347,0.0214278],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001900493,0.0005091552,0.002432682,0.02594111,0.0003412282,0.0009737963,0.0222099,0.002208858,0.0008668015,0.1439775,0.3821211,0.4182277],"study_design_scores_gemma":[0.0002825728,0.0002048998,0.001797848,0.07626411,0.0002638662,0.0007803238,0.01021593,0.002157805,0.001099833,0.135537,0.7711008,0.0002950461],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.003351646,0.05798268,0.2544937,0.5312799,0.03847008,0.02716098,0.002211791,0.001588007,0.08346117],"genre_scores_gemma":[0.05329711,0.03834188,0.7580954,0.07317633,0.0049988,0.0488317,0.003744366,0.0008414593,0.0186729],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6316463,"threshold_uncertainty_score":0.7789323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.605666296760654,"score_gpt":0.5784630822531399,"score_spread":0.02720321450751406,"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."}}