{"id":"W4404840170","doi":"10.32920/27926445","title":"In Reply to Boucharel","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Healthcare Systems and Challenges","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001391321,0.0002416856,0.0005390149,0.0003296361,0.00010995,0.00001283853,0.0002602427,0.0008890365,0.001575986],"category_scores_gemma":[0.0001572806,0.0001959282,0.00008728279,0.0001633316,0.000007656846,0.00001575438,0.001951767,0.004010807,0.01083785],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004917067,"about_ca_system_score_gemma":0.001320459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03091411,"about_ca_topic_score_gemma":0.0165835,"domain_scores_codex":[0.996917,0.0004917284,0.0009812658,0.0007280632,0.0002461046,0.0006358225],"domain_scores_gemma":[0.9984778,0.0001858865,0.0001005125,0.0008111384,0.0001296134,0.0002950321],"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":[0.00001803233,0.00003041279,0.001054686,0.01374306,0.00002746674,0.0001251469,0.03222618,0.000008069797,0.000009515166,0.03736555,0.911819,0.003572918],"study_design_scores_gemma":[0.0001192825,0.00003377122,0.001828773,0.005729608,0.000004973735,9.448665e-7,0.008693848,0.00003478733,0.000003176449,0.02162974,0.9616508,0.0002703005],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08553236,0.004134155,0.00005127719,0.4357608,0.01742806,0.004146733,0.000131099,0.0005502164,0.4522654],"genre_scores_gemma":[0.693413,0.000571738,0.0007033998,0.06495028,0.004888689,0.003210541,0.00002757301,0.0001490583,0.2320858],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6078806,"threshold_uncertainty_score":0.9993367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1878606262284067,"score_gpt":0.5319410113308541,"score_spread":0.3440803851024474,"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."}}