{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002987412,0.0005821142,0.0008575504,0.001100693,0.001041057,0.001046345,0.0003773944,0.000486743,0.02656898],"category_scores_gemma":[0.002592531,0.0002538941,0.001155211,0.0009558448,0.0005112484,0.0007857254,0.001592459,0.0009246437,0.004983426],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005973408,"about_ca_system_score_gemma":0.0008272569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001092105,"about_ca_topic_score_gemma":0.001369531,"domain_scores_codex":[0.9992551,0.0000791941,0.0001080772,0.0001204442,0.0002174116,0.0002197725],"domain_scores_gemma":[0.9990618,0.0001491309,0.000324868,0.0001112277,0.00008410343,0.0002689534],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001357288,0.0004483107,0.5894095,0.002201623,0.0005431414,0.06101554,0.0009095954,0.0005351513,0.008229724,0.002828176,0.01711301,0.3154089],"study_design_scores_gemma":[0.0002716265,0.0009677249,0.4730819,0.0008525926,0.0003193638,0.4305686,0.001522314,0.0008346815,0.002122703,0.003731225,0.08560639,0.000120998],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8128023,0.04682869,0.01434647,0.003271261,0.001343728,0.0005742507,0.002103894,0.0004560733,0.1182734],"genre_scores_gemma":[0.9716569,0.007380634,0.003664281,0.002049925,0.0009651982,0.0001491614,0.001790049,0.0000825688,0.01226134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02656898,"threshold_uncertainty_score":0.08888209,"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."}}