{"id":"W2091697684","doi":"10.1097/aln.0b013e3182a76f59","title":"Hamilton Acute Pain Service Safety Study","year":2013,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Pain Management and Opioid Use","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton; Canadian Patient Safety Institute","funders":"Canadian Patient Safety Institute; McMaster University","keywords":"Medicine; Cohort; Adverse effect; Incidence (geometry); Depression (economics); Cohort study; Anesthesia; Emergency medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"category_scores_codex":[0.0005213157,0.0001341721,0.0002857007,0.00007972691,0.00006470818,0.000009287014,0.0001381979,0.0000857308,0.0005884842],"category_scores_gemma":[0.00004964518,0.000101781,0.00004530344,0.0001671275,0.00003010129,0.00005332604,0.00003721058,0.0001211238,0.001595357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000198357,"about_ca_system_score_gemma":0.000017019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000327498,"about_ca_topic_score_gemma":0.00003434723,"domain_scores_codex":[0.9989104,0.0002689694,0.000201479,0.0002504972,0.00009935162,0.0002693465],"domain_scores_gemma":[0.9992391,0.0001614941,0.000045955,0.0003960693,0.00007159347,0.00008581506],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001481342,0.0003762657,0.9742689,0.00003547735,0.0001876924,0.0002767371,0.001233785,0.000002801042,0.0007443082,0.0001011149,0.01455944,0.008065392],"study_design_scores_gemma":[0.0009472828,0.001006805,0.9598704,0.00001001826,0.0001078241,0.00000963913,0.0008216826,0.0003922873,0.00001846199,0.0001871716,0.03652044,0.0001080007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994799,0.00005565839,0.00003567641,0.002217232,0.00005319726,0.0009321456,2.778731e-7,0.00011478,0.001792058],"genre_scores_gemma":[0.9754207,0.00005725301,0.0002845399,0.02111936,0.0001055056,0.00008341936,0.00002806694,0.00001817419,0.002882962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.021961,"threshold_uncertainty_score":0.999182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01342297571830078,"score_gpt":0.2561550211511276,"score_spread":0.2427320454328268,"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."}}