{"id":"W4389035225","doi":"","title":"Management of Treatment-Resistant Depression: Challenges and Strategies","year":2020,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Treatment of Major Depression","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Depression (economics); Management of depression; Medicine; Psychology; Family medicine; Economics; Primary care","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002316553,0.0003514584,0.0009572055,0.0002815753,0.0001023976,0.0002250887,0.0006580243,0.00009786218,0.001885745],"category_scores_gemma":[0.00003493386,0.0002535962,0.0001642411,0.0002778892,0.0001248168,0.001006905,0.000614529,0.0001572374,0.000006149021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008534992,"about_ca_system_score_gemma":0.00009250407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001290294,"about_ca_topic_score_gemma":0.00001060166,"domain_scores_codex":[0.9978454,0.0001273286,0.0006628745,0.0005117771,0.0005824972,0.0002701849],"domain_scores_gemma":[0.9983344,0.0001320414,0.0005638466,0.0004576388,0.0001244272,0.0003876639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006056323,0.002032137,0.2855308,0.002945462,0.003466968,0.001639306,0.00182632,0.00008211168,0.2351659,0.000965643,0.006114999,0.454174],"study_design_scores_gemma":[0.003922374,0.0002477457,0.9386012,0.002091372,0.000780302,0.00002745743,0.001366642,0.00003213855,0.04430861,0.001406486,0.006923074,0.0002926142],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7725132,0.2022181,0.00003748199,0.001001869,0.0001131449,0.0008484568,0.0000276496,0.00005379663,0.02318624],"genre_scores_gemma":[0.8525782,0.1463467,0.0006247231,0.0000671767,0.00007896061,0.00004291361,0.000009318805,0.00004005519,0.0002120151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6530704,"threshold_uncertainty_score":0.9999917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3261637826499875,"score_gpt":0.5379967309502934,"score_spread":0.2118329483003059,"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."}}