{"id":"W4328053717","doi":"10.46747/cfp.6903218","title":"Collective effort: our key to success","year":2023,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Key (lock); Path (computing); Computer science; Computer security; Programming language","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":[0.02427933,0.001250937,0.001322524,0.00168399,0.02204167,0.02070174,0.002853672,0.01009348,0.03203458],"category_scores_gemma":[0.03927725,0.0006507483,0.0007584875,0.001302324,0.04102502,0.01680483,0.02963769,0.01703459,0.01213297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008710301,"about_ca_system_score_gemma":0.04081022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0127989,"about_ca_topic_score_gemma":0.01517849,"domain_scores_codex":[0.9707339,0.01138924,0.0006424305,0.002659088,0.005768172,0.008807095],"domain_scores_gemma":[0.9233634,0.009832264,0.00308056,0.004701423,0.009489839,0.04953254],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004623516,0.0001525585,0.002102835,0.0002747667,0.00006154124,0.0003750558,0.0282292,0.0001820828,0.0002767999,0.3933563,0.5156608,0.05928196],"study_design_scores_gemma":[0.00002986603,0.00005303484,0.001473133,0.0006891857,0.00001433612,0.0001790204,0.02197419,0.0001319399,0.0001424838,0.1884598,0.7868014,0.00005171555],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.007379362,0.005360251,0.0072111,0.6973194,0.005975105,0.0001619959,0.000144921,0.0003311467,0.2761167],"genre_scores_gemma":[0.6203123,0.008667255,0.01321958,0.1771573,0.006032193,0.0009596297,0.0003868545,0.001002603,0.1722623],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.03203458,"threshold_uncertainty_score":0.1284029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0929293079175895,"score_gpt":0.3828674796455731,"score_spread":0.2899381717279836,"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."}}