{"id":"W4306316434","doi":"10.46747/cfp.6810717_1","title":"Head-to-head IUS comparison needed","year":2022,"lang":"en","type":"letter","venue":"Canadian Family Physician","topic":"Reproductive Health and Contraception","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Head (geology); Etonogestrel; Contraceptive implant; Medicine; Reading (process); Computer science; Family planning; Population; Research methodology; Law; Environmental health; Political science; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001668724,0.0005033297,0.00103706,0.0007421415,0.0003955706,0.00005309509,0.0003036328,0.0004701072,0.00009963092],"category_scores_gemma":[0.00003212636,0.0005645794,0.0002683548,0.0007030178,0.00007558447,0.00006747885,0.00003581517,0.002991232,0.001000405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002096978,"about_ca_system_score_gemma":0.002467123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1211459,"about_ca_topic_score_gemma":0.01836,"domain_scores_codex":[0.9963703,0.0001544555,0.0005090582,0.001039694,0.0006167743,0.001309779],"domain_scores_gemma":[0.997317,0.00004369852,0.0001807523,0.001181803,0.0001916618,0.001085141],"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":[0.00008223626,0.00003603884,0.00007421956,0.0001782676,0.00007390853,0.0005876661,0.0001558055,0.00001258771,0.0003341833,0.00001662229,0.9706367,0.02781173],"study_design_scores_gemma":[0.0005748717,0.0005636979,0.006404384,0.0001344366,0.0001413505,0.000008557952,0.0005386527,0.00003750101,0.00001949269,0.00005640763,0.991037,0.0004836351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01484553,0.001435049,0.0000147249,0.8616366,0.002466898,0.002112403,0.0003948992,0.0001330964,0.1169608],"genre_scores_gemma":[0.007856817,0.00001382876,0.00007722777,0.9717973,0.01177207,0.0002882079,0.002222948,0.0001521975,0.005819393],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1111414,"threshold_uncertainty_score":0.9997774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04776473984636539,"score_gpt":0.3134910981459362,"score_spread":0.2657263582995709,"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."}}