{"id":"W6957989409","doi":"10.60692/qhs35-yja03","title":"Ten hot topics around scholarly publishing","year":2019,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Academic Publishing and Open Access","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Misinformation; Publishing; Legitimacy; Scholarly communication; Order (exchange); Function (biology)","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.1647432,0.0005326193,0.001369594,0.008560318,0.01336126,0.04661701,0.003398878,0.01058913,0.007568741],"category_scores_gemma":[0.2455343,0.0007681169,0.0007819694,0.02307416,0.0525968,0.03338323,0.01666559,0.01243676,0.0008533738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01706696,"about_ca_system_score_gemma":0.03200787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003355483,"about_ca_topic_score_gemma":0.004705457,"domain_scores_codex":[0.7577553,0.1467177,0.01530599,0.00946511,0.06238001,0.008375844],"domain_scores_gemma":[0.5221378,0.37334,0.04438052,0.01512443,0.03113415,0.01388311],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002758224,0.0001291748,0.01518954,0.004470111,0.0000873617,0.0004396284,0.07082558,0.0003920208,0.0005309183,0.7552225,0.02554431,0.126893],"study_design_scores_gemma":[0.00007590001,0.0001900669,0.01877953,0.01030436,0.00007943049,0.0004420237,0.1546714,0.0004311323,0.0005862,0.4953952,0.318898,0.0001468296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1033372,0.093743,0.005980294,0.7005175,0.005283121,0.0002915021,0.0003297557,0.00009240183,0.09042514],"genre_scores_gemma":[0.8531374,0.05559139,0.007992736,0.07131601,0.006467502,0.0004517385,0.0003666366,0.0001469376,0.004529664],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.953383,"threshold_uncertainty_score":0.8712556,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0992410468525714,"score_gpt":0.3050574412784267,"score_spread":0.2058163944258553,"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."}}