{"id":"W1991640756","doi":"10.5489/cuaj.2116","title":"Population perception of surgical approach in minimally invasive surgery","year":2015,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Minimally Invasive Surgical Techniques","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Invasive surgery; Perception; Population; Medicine; Surgery; General surgery; Psychology; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001049324,0.00008432139,0.0001223737,0.0003360116,0.0003913508,0.0005679221,0.0001212413,0.0003014291,0.004067585],"category_scores_gemma":[0.0033452,0.00007972819,0.0001746251,0.0003045329,0.0004472349,0.0003415805,0.0003662603,0.0003756638,0.0002765863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004523277,"about_ca_system_score_gemma":0.0004945457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006699549,"about_ca_topic_score_gemma":0.008579833,"domain_scores_codex":[0.9991579,0.000321645,0.00005206233,0.00006047583,0.0002973342,0.0001106783],"domain_scores_gemma":[0.997095,0.0007948627,0.00122678,0.00005534309,0.0004267044,0.0004012862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007700633,0.00006979837,0.9743813,0.0001408669,0.00003302265,0.0002568832,0.006317658,0.00006778291,0.001108759,0.0002014235,0.0009222053,0.01642333],"study_design_scores_gemma":[0.00000541159,0.0001564721,0.9820246,0.0001034649,0.00001715124,0.0007498936,0.01296405,0.0001223013,0.0001535594,0.000141973,0.00354801,0.00001317015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953145,0.0004036797,0.0001914737,0.0007956992,0.00002136293,0.00000995142,0.00008832759,0.000002457588,0.003172626],"genre_scores_gemma":[0.9994038,0.0002155616,0.00006036007,0.0001275825,0.00001490506,0.000003143652,0.00002492719,7.671723e-7,0.0001489017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006699549,"threshold_uncertainty_score":0.0136075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04187850123973045,"score_gpt":0.2656305170541252,"score_spread":0.2237520158143947,"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."}}