{"id":"W2358188368","doi":"10.1016/j.schres.2016.04.026","title":"Change in newspaper coverage of schizophrenia in Japan over 20-year period","year":2016,"lang":"en","type":"article","venue":"Schizophrenia Research","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Japan Society for the Promotion of Science; Ministry of Education, Culture, Sports, Science and Technology; King's College London; National Institute for Health and Care Research","keywords":"Newspaper; Schizophrenia (object-oriented programming); Stigma (botany); Psychiatry; Psychology; Bipolar disorder; Schizoaffective disorder; Clinical psychology; Psychosis; Cognition; Media studies; Sociology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001433263,0.0002608627,0.0004701831,0.001102338,0.0001242978,0.00003730575,0.0005853929,0.0002711694,0.009326882],"category_scores_gemma":[0.00008771649,0.0001895334,0.00009227736,0.001210256,0.0002777911,0.0003648511,0.0002642153,0.0006087201,0.001377139],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003103418,"about_ca_system_score_gemma":0.0001188319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003850206,"about_ca_topic_score_gemma":0.006988204,"domain_scores_codex":[0.9960099,0.0007029611,0.0006182262,0.0007085553,0.0007819217,0.001178397],"domain_scores_gemma":[0.9984407,0.0003863152,0.0001020644,0.0007501427,0.00008537995,0.0002354001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01316152,0.001197249,0.6127152,0.0001336862,0.00004482722,0.0002196356,0.002815389,2.473066e-7,0.00379868,0.01993245,0.0014833,0.3444978],"study_design_scores_gemma":[0.01493038,0.0004847238,0.9792486,0.0003929452,0.000004156257,0.000007096607,0.000308054,0.000007123138,0.0004397783,0.002388748,0.001533179,0.0002552402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846069,0.0008727458,9.234799e-7,0.00189939,0.0003779228,0.001229047,0.00008389325,0.00002938459,0.01089975],"genre_scores_gemma":[0.9951074,0.0002302884,0.0001110889,0.00007331648,0.0003165671,0.0005324884,0.00001820062,0.00005151265,0.003559133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3665334,"threshold_uncertainty_score":0.9994004,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08691841113863892,"score_gpt":0.423230177284009,"score_spread":0.3363117661453701,"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."}}