{"id":"W2896175105","doi":"10.1177/2380084418806839","title":"Restoring Dignity in Academic Publishing Is a Collective Duty","year":2018,"lang":"en","type":"article","venue":"JDR Clinical & Translational Research","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Dignity; Publishing; Duty; Sociology; Political science; 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","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.06933538,0.0005620511,0.001665059,0.003640908,0.01988663,0.05591767,0.004887841,0.02305649,0.02363203],"category_scores_gemma":[0.1717307,0.0008254782,0.001059899,0.00367493,0.04824353,0.02548667,0.02758051,0.02583108,0.01153055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005284534,"about_ca_system_score_gemma":0.04137171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287765,"about_ca_topic_score_gemma":0.003483294,"domain_scores_codex":[0.8972735,0.03878972,0.007655516,0.00565504,0.04089045,0.009735826],"domain_scores_gemma":[0.6716812,0.1002184,0.02926327,0.04294943,0.05357518,0.1023125],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006967843,0.000505891,0.004201601,0.0004620155,0.0001526953,0.001146738,0.01695369,0.0001960721,0.0009126018,0.4916908,0.3199211,0.1637871],"study_design_scores_gemma":[0.0000441159,0.00008777008,0.00182709,0.0009386512,0.00003786789,0.001325689,0.01022196,0.0001928061,0.0004205522,0.2499277,0.7348841,0.00009168676],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01504289,0.008900919,0.008978301,0.6612802,0.02240878,0.0001514813,0.00005676926,0.0004323781,0.2827483],"genre_scores_gemma":[0.5223939,0.008027025,0.01787195,0.236944,0.04137584,0.0003498803,0.0001603998,0.0006230565,0.172254],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9440823,"threshold_uncertainty_score":0.3666849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7743825911771695,"score_gpt":0.6702542515691666,"score_spread":0.1041283396080028,"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."}}