{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01036684,0.001265972,0.002013084,0.001349309,0.005321657,0.006209311,0.003963038,0.03008905,0.01756637],"category_scores_gemma":[0.09187853,0.001216587,0.001169365,0.00159917,0.005467498,0.009870642,0.003658569,0.06486606,0.01712498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004678757,"about_ca_system_score_gemma":0.006854465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01085092,"about_ca_topic_score_gemma":0.01100513,"domain_scores_codex":[0.9928382,0.001952358,0.0007554399,0.001482594,0.002363937,0.0006074526],"domain_scores_gemma":[0.9558758,0.02676547,0.002122687,0.001187223,0.01050356,0.003545433],"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":[0.000008195068,0.00000265514,0.0000453484,0.00002084297,0.00000249406,0.00004816206,0.00008405119,0.000005226559,0.0000126129,0.0005657613,0.9980575,0.001147104],"study_design_scores_gemma":[0.00002745111,0.00001802517,0.0007021946,0.0003129153,0.00001685803,0.0005007919,0.0009547948,0.0001001457,0.0002260653,0.003738834,0.9933174,0.00008466138],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00006366766,0.001172513,0.00008178232,0.9604083,0.03735972,0.000006238,0.00005514134,0.00003479012,0.0008176913],"genre_scores_gemma":[0.0009615843,0.0006347627,0.0001055328,0.9777482,0.01650166,0.00002961523,0.00002289492,0.00004934802,0.003946455],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03008905,"threshold_uncertainty_score":0.05876541,"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."}}