{"id":"W2396813137","doi":"10.1007/s11726-011-0529-x","title":"Acupuncture skills and its evidence-based assessment","year":2011,"lang":"en","type":"article","venue":"Journal of Acupuncture and Tuina Science","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Wilson Centre; University of Toronto","funders":"","keywords":"Acupuncture; Medicine; Competence (human resources); Fidelity; Medical physics; Physical therapy; Alternative medicine; Physical medicine and rehabilitation; Medical education; Psychology; Computer science; Pathology","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":[0.0009923527,0.0001966379,0.0003959382,0.0002087759,0.0001499715,0.00005736988,0.0001187228,0.00006839993,0.0002055184],"category_scores_gemma":[0.0005017545,0.00007368666,0.0001002508,0.0003677937,0.0002400866,0.0005372522,0.00003870791,0.000300326,0.000001717731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000403759,"about_ca_system_score_gemma":0.0003198796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001331566,"about_ca_topic_score_gemma":5.945558e-7,"domain_scores_codex":[0.9986795,0.00002864787,0.0002794243,0.0001919032,0.0006150333,0.000205479],"domain_scores_gemma":[0.9986821,0.0002458509,0.0001997898,0.0001051201,0.0003911998,0.0003759615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001974619,0.001467678,0.6588044,0.0006096947,0.0003157592,0.002366465,0.008455426,0.0001964357,0.06884545,0.007281165,0.0007367376,0.2489462],"study_design_scores_gemma":[0.002627469,0.001240931,0.9808597,0.0007436763,0.000236479,0.0008676318,0.0001880413,0.001482624,0.006625284,0.0006064297,0.004345043,0.0001766946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991711,0.002125038,0.000745878,0.001681797,0.0002914433,0.0001685355,7.746239e-7,0.00001256068,0.003263001],"genre_scores_gemma":[0.9953348,0.000220345,0.002517182,0.001709162,0.0001203596,7.317111e-7,2.212803e-7,0.000005544577,0.00009165426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3220553,"threshold_uncertainty_score":0.3004855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06530465938801004,"score_gpt":0.3492805980561687,"score_spread":0.2839759386681586,"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."}}