{"id":"W2964174866","doi":"10.5539/gjhs.v11n9p102","title":"Difficult Laparoscopic Cholecystectomy","year":2019,"lang":"en","type":"article","venue":"Global Journal of Health Science","topic":"Gallbladder and Bile Duct Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; General surgery; Cholecystectomy; Cholecystitis; Surgery; Laparoscopic cholecystectomy; Gallbladder","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007516551,0.00008096033,0.0003118066,0.00009102547,0.00009301095,0.00003067244,0.0002590681,0.00002565605,0.00006906205],"category_scores_gemma":[0.00007292104,0.00005468107,0.00006226435,0.0008734342,0.0001673071,0.0001921797,0.00003306049,0.0001614539,0.00007395344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002378596,"about_ca_system_score_gemma":0.001845578,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003420223,"about_ca_topic_score_gemma":0.000002437702,"domain_scores_codex":[0.9982688,0.00001727498,0.0004152529,0.000151243,0.0007684035,0.0003789637],"domain_scores_gemma":[0.998858,0.00000691495,0.0002690946,0.0001698336,0.0003826855,0.000313437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001425519,0.0002722142,0.9765237,0.0002150171,0.00001852775,0.00003080961,0.000138232,0.00003468009,0.003593808,0.0004045303,0.00448071,0.01414521],"study_design_scores_gemma":[0.004523936,0.001169392,0.9874576,0.0002540463,0.00001139198,0.001752571,0.0004526559,0.00003416841,0.0004044833,0.0001176967,0.003745557,0.00007651382],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906645,0.0009561908,0.00002905262,0.003738265,0.0007941292,0.0001960962,0.000001504031,0.00001035136,0.003609935],"genre_scores_gemma":[0.9976145,0.00007657958,0.0003745448,0.001801325,0.00005730113,3.8684e-7,3.601456e-7,0.000002557785,0.00007246751],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01406869,"threshold_uncertainty_score":0.3273976,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01387786926961365,"score_gpt":0.3253036611527665,"score_spread":0.3114257918831529,"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."}}