{"id":"W2884401708","doi":"10.4212/cjhp.v51i5.1983","title":"A hospital pharmacy consultant in Cambodia","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Hospital Pharmacy","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Pharmacy; Hospital pharmacy; Family medicine; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00347032,0.0002304354,0.000421883,0.0003106549,0.001248007,0.0000656575,0.0006646043,0.00008230633,0.00216699],"category_scores_gemma":[0.00121215,0.0001596107,0.000115461,0.0004961974,0.0003332139,0.000637829,0.00004193356,0.001872625,0.0005359319],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006239642,"about_ca_system_score_gemma":0.008630619,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1664827,"about_ca_topic_score_gemma":0.177924,"domain_scores_codex":[0.9958997,0.001322214,0.001207291,0.000194615,0.0003619945,0.001014212],"domain_scores_gemma":[0.995801,0.0007706418,0.000958483,0.0002733073,0.0009989354,0.001197641],"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":[0.0002780638,0.0001368529,0.6401732,0.000177118,0.000228169,0.00140467,0.07171147,0.000003443199,0.0001655469,0.001777245,0.2658496,0.01809461],"study_design_scores_gemma":[0.00311571,0.0005098993,0.02520063,0.0003538652,0.0000486256,0.00006366237,0.004746166,0.00006598402,0.00006896799,0.0005213012,0.9650273,0.0002778816],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8966596,0.002024899,0.000005948898,0.07590635,0.009023764,0.0008974223,0.00006628165,0.00001431196,0.01540144],"genre_scores_gemma":[0.9925818,0.0001794857,0.00006128461,0.002983211,0.003369746,0.00002165715,0.000002179569,0.0000394831,0.0007611309],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6991777,"threshold_uncertainty_score":0.9987451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09674113371968078,"score_gpt":0.4664134828562677,"score_spread":0.3696723491365869,"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."}}