{"id":"W4236231890","doi":"10.18192/aporia.v1i4.3291","title":"Commentaire / Commentary","year":2009,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003718041,0.0001106152,0.0001499081,0.00003885648,0.0007083148,0.000002764393,0.0001321271,0.00007699729,0.0008986191],"category_scores_gemma":[0.000004885943,0.00009636491,0.00003177714,0.00009313891,0.00001522927,0.0000775227,0.00004041873,0.0003069886,0.001011256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001955017,"about_ca_system_score_gemma":0.00004582836,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003401434,"about_ca_topic_score_gemma":0.00006289363,"domain_scores_codex":[0.9985591,0.0002021996,0.0004125999,0.0001591667,0.0001936356,0.0004733606],"domain_scores_gemma":[0.999258,0.0001174518,0.0001207901,0.0002571673,0.00003023324,0.0002163851],"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":[0.00009576902,0.0002340903,0.1338174,0.000140741,0.000008903846,0.000005844317,0.002046138,2.121217e-7,0.000113731,0.007973699,0.8390958,0.01646776],"study_design_scores_gemma":[0.002210389,0.0007251247,0.03875151,0.0003591475,0.00001450344,6.359854e-7,0.00274914,0.00001986992,0.0002249201,0.007843046,0.9468833,0.0002184575],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.867525,0.000230855,0.00006281307,0.04758217,0.003933684,0.001685382,0.00005102318,0.0002138814,0.07871523],"genre_scores_gemma":[0.7693973,0.00003352374,0.0002925173,0.228332,0.0004520361,0.00004639148,0.0004522888,0.000007973757,0.0009859136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1807499,"threshold_uncertainty_score":0.9997666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2257676307125031,"score_gpt":0.4748376746163226,"score_spread":0.2490700439038195,"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."}}