{"id":"W2319496403","doi":"10.5301/hipint.5000013","title":"Learning Curve Analysis of the Collum Femoris Preserving Total Hip Surgical Technique","year":2013,"lang":"en","type":"article","venue":"Hip International","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Total hip arthroplasty; Total hip replacement; Duration (music); Surgery; Learning curve; Orthodontics; Physical therapy; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001160753,0.0002642804,0.0002822417,0.002505911,0.0002196409,0.0006605463,0.0003631465,0.0002712808,0.001864042],"category_scores_gemma":[0.02135964,0.0001012529,0.0003768354,0.001030954,0.0002864368,0.0006555942,0.0005236227,0.0003462734,0.0003839497],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005399346,"about_ca_system_score_gemma":0.0005456497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001964383,"about_ca_topic_score_gemma":0.001960781,"domain_scores_codex":[0.9986855,0.0001986468,0.000179345,0.0001670548,0.000630298,0.000139174],"domain_scores_gemma":[0.980503,0.009104494,0.005468602,0.0006741976,0.003083921,0.001165861],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001018976,0.0001900721,0.8123452,0.0001149767,0.0000958905,0.0003567211,0.0004485265,0.003879728,0.004108936,0.0001950866,0.0004946708,0.1767512],"study_design_scores_gemma":[0.00001309173,0.001116441,0.9819183,0.00002817243,0.0000376785,0.001708003,0.0003297229,0.01167679,0.001915942,0.0002153413,0.001002368,0.00003810101],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9932336,0.0003128928,0.003647823,0.00004497278,0.0000127972,0.00005558956,0.0002678711,0.0000591552,0.002365169],"genre_scores_gemma":[0.9977466,0.0001105527,0.001542938,0.000009274692,0.000009848643,0.00002366545,0.0002131811,0.00001421704,0.0003296156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002505911,"threshold_uncertainty_score":0.006235838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01308853169627992,"score_gpt":0.2696601969404693,"score_spread":0.2565716652441893,"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."}}