{"id":"W2756026753","doi":"10.1177/0020731417730011","title":"“It’s Totally Destroyed Our Life”","year":2017,"lang":"en","type":"article","venue":"International Journal of Health Services","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"McMaster University","keywords":"Business","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001341565,0.0001275028,0.0003424418,0.0001313683,0.001363821,0.00007026197,0.001143555,0.00007105713,0.0001311584],"category_scores_gemma":[0.000137212,0.00009733377,0.0001093006,0.00002152865,0.00002321189,0.00050447,0.0002793875,0.0003936128,0.0001094859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568191,"about_ca_system_score_gemma":0.0006016861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00143927,"about_ca_topic_score_gemma":0.001161716,"domain_scores_codex":[0.9976423,0.0002025924,0.001073141,0.0001184286,0.000636236,0.0003273267],"domain_scores_gemma":[0.9958459,0.0001062223,0.002576487,0.0002244199,0.001055004,0.0001919437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004520233,0.0001809802,0.8994302,0.0004927155,0.0006625457,0.0000764897,0.01445581,0.00002089376,0.00005264899,0.002311413,0.07120033,0.01066397],"study_design_scores_gemma":[0.002313685,0.0002508254,0.787989,0.001937611,0.0000228576,0.00001992756,0.01484406,0.00004697723,0.00000640601,0.001696827,0.1907236,0.0001481994],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.434002,0.001205802,0.0001281097,0.538541,0.01127811,0.000283286,0.00002802164,0.00003128767,0.01450241],"genre_scores_gemma":[0.9760336,0.0007991883,0.0003281823,0.01961939,0.00220514,0.000007061698,0.000004729338,0.00001525542,0.0009875045],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5420316,"threshold_uncertainty_score":0.9999363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08037161623999803,"score_gpt":0.4908389713972404,"score_spread":0.4104673551572424,"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."}}