{"id":"W1601804691","doi":"10.1002/j.2051-5545.2012.tb00117.x","title":"Issues and developments on the consumer recovery construct","year":2012,"lang":"en","type":"article","venue":"World Psychiatry","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":89,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Construct (python library); Psychiatry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006682538,0.0001383702,0.0001408947,0.00007829521,0.0009138915,0.000005834473,0.00009196408,0.00006050336,0.001580909],"category_scores_gemma":[0.00001266342,0.00008918723,0.00002516192,0.0001400468,0.00006293001,0.00006895157,0.00005800899,0.0003830912,0.001377176],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006299248,"about_ca_system_score_gemma":0.0001513357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001155108,"about_ca_topic_score_gemma":0.000322396,"domain_scores_codex":[0.9984055,0.0003209639,0.0003723098,0.0001548077,0.0001918965,0.0005545533],"domain_scores_gemma":[0.9990337,0.0003410947,0.0001481137,0.0002289403,0.00002197668,0.0002261642],"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":[0.00005787444,0.00006755411,0.8535593,0.0001821343,0.00001805565,7.824427e-8,0.0008057214,1.946774e-8,0.000001315538,0.03418981,0.1085304,0.00258775],"study_design_scores_gemma":[0.0006646243,0.00007931804,0.2820392,0.000832068,0.00001528553,0.000001032599,0.002533386,0.000001021667,0.00001837554,0.002687785,0.7109378,0.0001901174],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8628653,0.003847437,0.000003617604,0.005879871,0.01093465,0.00105382,0.00003168978,0.0000510768,0.1153326],"genre_scores_gemma":[0.9177796,0.0003834148,0.00301244,0.05449869,0.000940336,0.0002434501,0.00006008163,0.0000304447,0.02305159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6024074,"threshold_uncertainty_score":0.9994004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1572753291701935,"score_gpt":0.4187187178122124,"score_spread":0.2614433886420189,"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."}}