{"id":"W2068342395","doi":"10.1177/146642400012000212","title":"Lessons to be learned: a case study approach","year":2000,"lang":"en","type":"article","venue":"The Journal of the Royal Society for the Promotion of Health","topic":"Poisoning and overdose treatments","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Atropine; Physostigmine; Urine; Medicine; Anesthesia; Internal medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.003415239,0.0001167858,0.0003244131,0.00001489695,0.0006897434,0.00001084163,0.0002586122,0.00003807163,0.00003083703],"category_scores_gemma":[0.00006341322,0.00004677384,0.0004890317,0.0001651208,0.00007108889,0.00002662658,0.00003782583,0.0003199211,0.000001875977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001742801,"about_ca_system_score_gemma":0.0002155948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000619585,"about_ca_topic_score_gemma":0.00001752425,"domain_scores_codex":[0.9985567,0.0002874914,0.0004459412,0.00008872936,0.0003881448,0.0002329663],"domain_scores_gemma":[0.9988847,0.0001663141,0.0003889869,0.0003477269,0.0001083475,0.000103948],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.004083659,0.02213766,0.009502886,0.001003449,0.007741591,0.00005194098,0.4082039,0.0514209,0.0001375175,0.0002099011,0.07647751,0.4190291],"study_design_scores_gemma":[0.06507328,0.09298384,0.1494977,0.002963148,0.01586509,0.0328956,0.5026224,0.09574756,0.001568824,0.002198718,0.03721735,0.001366546],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9267772,0.0006137104,0.001416473,0.06955116,0.0001080884,0.001421048,0.00001125598,0.000009741157,0.00009134562],"genre_scores_gemma":[0.9948833,0.00009652832,0.0007364611,0.001017984,0.0001186606,0.00001243681,7.27751e-7,0.00001717177,0.003116705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4176626,"threshold_uncertainty_score":0.5305019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1047661623895035,"score_gpt":0.3820528365270398,"score_spread":0.2772866741375363,"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."}}