{"id":"W2996353696","doi":"10.1503/cjs.018819","title":"Surgical research in Canada: How can we re-ignite the pilot light?","year":2019,"lang":"en","type":"letter","venue":"Canadian Journal of Surgery","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Medical education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01231711,0.0009357125,0.001406697,0.002046273,0.02029329,0.01134159,0.003984086,0.0624171,0.01225517],"category_scores_gemma":[0.05172731,0.0009983425,0.001588878,0.002621437,0.01518672,0.007968966,0.00462025,0.06137889,0.003680591],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08940538,"about_ca_system_score_gemma":0.2714539,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8509702,"about_ca_topic_score_gemma":0.9259061,"domain_scores_codex":[0.9822594,0.00198407,0.001229426,0.001135351,0.0088172,0.004574622],"domain_scores_gemma":[0.9258318,0.01526095,0.002177041,0.001192468,0.0243354,0.0312024],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002516666,0.00002568969,0.0009824828,0.00007003444,0.00001362821,0.0007976149,0.0002883049,0.00004959896,0.0001062839,0.004350184,0.9850827,0.008208356],"study_design_scores_gemma":[0.00009389843,0.00004696599,0.00336521,0.0006029595,0.00004057457,0.0008656882,0.003819505,0.0003772476,0.0001520923,0.01086049,0.9796184,0.0001568099],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001623606,0.0008231536,0.00002804568,0.9928051,0.004905801,0.000005302597,0.00002084013,0.000008797269,0.001240727],"genre_scores_gemma":[0.003998466,0.002041107,0.0002296254,0.9820372,0.006381738,0.00001426856,0.00003133993,0.00001775419,0.005248506],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9876829,"threshold_uncertainty_score":0.6486845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4144469375263024,"score_gpt":0.3983738126620647,"score_spread":0.01607312486423768,"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."}}