{"id":"W3180076750","doi":"10.1111/codi.15814","title":"Collaboration in colorectal surgical research","year":2021,"lang":"en","type":"article","venue":"Colorectal Disease","topic":"Colorectal Cancer Surgical Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Global Health Research","funders":"","keywords":"Medicine; Observational study; Colorectal surgery; Clinical research; Medical physics; General surgery; Medical education; Surgery; Abdominal surgery; Pathology","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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2098723,0.0007550066,0.00161958,0.004616412,0.006310369,0.01131172,0.002780274,0.00686489,0.02069844],"category_scores_gemma":[0.2972033,0.0007629475,0.001307696,0.005880686,0.009313302,0.008892342,0.02776873,0.01137317,0.003155276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007535196,"about_ca_system_score_gemma":0.08411478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003658857,"about_ca_topic_score_gemma":0.004993873,"domain_scores_codex":[0.6222954,0.3025519,0.01833265,0.01517189,0.02794249,0.01370566],"domain_scores_gemma":[0.3693214,0.291823,0.04343694,0.0494152,0.06378068,0.1822228],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000683179,0.0004104282,0.0256994,0.006893339,0.0007737631,0.00154984,0.01602416,0.001233938,0.001149704,0.1984891,0.3143491,0.4327442],"study_design_scores_gemma":[0.0003063433,0.0006699677,0.009455622,0.006567798,0.000116427,0.001406307,0.007589829,0.0003861825,0.0003495128,0.08810829,0.8849064,0.0001373703],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01684004,0.1219763,0.02651807,0.7000461,0.02431995,0.0009511736,0.0007003041,0.0003914614,0.1082565],"genre_scores_gemma":[0.5816653,0.1012858,0.05643742,0.1857717,0.03284521,0.002432192,0.001924017,0.0006211838,0.03701701],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7901278,"threshold_uncertainty_score":0.9743682,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04362116952894009,"score_gpt":0.4029149621183155,"score_spread":0.3592937925893754,"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."}}