{"id":"W4252562695","doi":"10.18192/aporia.v2i2.3297","title":"Commentaire / Commentary","year":2017,"lang":"en","type":"article","venue":"Aporia","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004834758,0.0001060178,0.0001525479,0.00002346016,0.003963706,0.00001254291,0.0003521692,0.00007903459,0.001024845],"category_scores_gemma":[0.00001727381,0.00009198732,0.0000326565,0.00001593855,0.00005582196,0.0001498289,0.0002544009,0.0003049549,0.001422856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568525,"about_ca_system_score_gemma":0.00005296728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002835125,"about_ca_topic_score_gemma":0.0005453331,"domain_scores_codex":[0.9986992,0.0001503194,0.0003505804,0.0001667051,0.0001848909,0.000448236],"domain_scores_gemma":[0.9985966,0.0001150401,0.0003066358,0.0007341543,0.0000347532,0.0002128012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004473163,0.00006934198,0.6125819,0.0002066644,0.00001070107,0.000004338106,0.0008621322,2.72528e-8,0.0000254426,0.003003526,0.3788362,0.004354972],"study_design_scores_gemma":[0.002033712,0.0001710006,0.1001543,0.0003911353,0.00001325641,3.249266e-7,0.001801386,0.00001443624,0.000155582,0.002604071,0.8924957,0.0001650417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8597817,0.00008092566,0.00002197248,0.02814416,0.007577711,0.001245047,0.00007629133,0.00008826175,0.1029839],"genre_scores_gemma":[0.9389136,0.00004134979,0.0002151637,0.05716908,0.0006890506,0.0001436597,0.0002896959,0.00001565741,0.00252272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5136595,"threshold_uncertainty_score":0.9998884,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3718693722243435,"score_gpt":0.5185008593983466,"score_spread":0.146631487174003,"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."}}