{"id":"W2145137370","doi":"10.1017/s0317167100007599","title":"The Learning Curve of Minimally-Invasive Lumbar Microdiscectomy","year":2008,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Spine and Intervertebral Disc Pathology","field":"Medicine","cited_by":56,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Royal University Hospital Foundation","keywords":"Medicine; Learning curve; Retractor; Surgery; Lumbar; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.004774826,0.0002851564,0.0004171145,0.0008958017,0.0003524784,0.001297634,0.000610698,0.0005023169,0.003392194],"category_scores_gemma":[0.05128631,0.0001426053,0.0004784491,0.0004167566,0.0006519352,0.00157141,0.001118441,0.0007007595,0.0006586178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000832847,"about_ca_system_score_gemma":0.001100508,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004974863,"about_ca_topic_score_gemma":0.0006330298,"domain_scores_codex":[0.9969583,0.0007377751,0.0004521151,0.0002617602,0.001300399,0.0002896825],"domain_scores_gemma":[0.9531823,0.02129302,0.01441658,0.00193285,0.004848598,0.004326601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003259795,0.0008172675,0.7451991,0.0002277142,0.0001182689,0.0006819132,0.0006165853,0.001143265,0.002199865,0.0002359747,0.001078879,0.2444213],"study_design_scores_gemma":[0.0002296082,0.01453061,0.9671399,0.0001934468,0.00007105986,0.007547505,0.0009582068,0.003669431,0.002363799,0.0007530185,0.002486129,0.00005717018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994796,0.001042422,0.001342364,0.0005366009,0.00003036098,0.00006268775,0.00008275786,0.00003745638,0.002069335],"genre_scores_gemma":[0.9982556,0.0003345869,0.0007791834,0.0001467858,0.00004802218,0.00002676773,0.0001075633,0.000008536083,0.0002928911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004774826,"threshold_uncertainty_score":0.02525198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04379973647533745,"score_gpt":0.2857011097491824,"score_spread":0.2419013732738449,"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."}}