{"id":"W1878229393","doi":"","title":"Ronald S. Weiss MD CCFP FCFP","year":2013,"lang":"en","type":"article","venue":"Europe PMC (PubMed Central)","topic":"Male Reproductive Health Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vasectomy; Medicine; Family medicine; Family planning; Research methodology; Population","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00115585,0.0003787497,0.0005190252,0.0001243099,0.001000447,0.00002663088,0.0004449714,0.0001553771,0.003720304],"category_scores_gemma":[0.0018123,0.0003151703,0.00009618344,0.0005593249,0.0001683979,0.0002985801,0.0004224828,0.001134306,0.01155009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004039602,"about_ca_system_score_gemma":0.0003702909,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005588735,"about_ca_topic_score_gemma":0.000057752,"domain_scores_codex":[0.9936142,0.001090128,0.000883938,0.0008864999,0.0005127519,0.003012471],"domain_scores_gemma":[0.9968697,0.0004173332,0.0003525794,0.0009715629,0.0005484542,0.0008403815],"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":[0.00005536174,0.0001857438,0.3425265,0.0006025356,0.00009749792,0.00002339906,0.01109988,0.000004842513,0.0002698453,0.002627196,0.6242729,0.01823424],"study_design_scores_gemma":[0.0004201875,0.0000232218,0.4982963,0.000062088,0.00001563258,0.000002414829,0.0004064178,0.000006017591,0.00007429637,0.0001794911,0.5003166,0.0001974264],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7405301,0.005764529,0.0001155096,0.03516231,0.007508011,0.007032878,0.00004537145,0.0009061009,0.2029352],"genre_scores_gemma":[0.878301,0.004838309,0.001138454,0.007862769,0.005343365,0.003530133,0.00003374588,0.0002412683,0.09871094],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1557698,"threshold_uncertainty_score":0.99993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05888485773958195,"score_gpt":0.340086746882449,"score_spread":0.281201889142867,"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."}}