{"id":"W4280511871","doi":"10.1089/bfm.2022.29207.kbm","title":"Academy of Breastfeeding Medicine Clinical Protocol #36: The Mastitis Spectrum, Revised 2022","year":2022,"lang":"en","type":"article","venue":"Breastfeeding Medicine","topic":"Breastfeeding Practices and Influences","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Breastfeeding; Medicine; Protocol (science); Mastitis; Family medicine; Pediatrics; Breast feeding; Alternative medicine; Nursing; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009242697,0.0006869978,0.001891891,0.0006151854,0.0009558907,0.00002879749,0.001155105,0.0002500179,0.01342245],"category_scores_gemma":[0.002133144,0.0004355106,0.0004103279,0.00215318,0.00205059,0.0003951224,0.0007229483,0.002912678,0.00003518189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002618081,"about_ca_system_score_gemma":0.0003112822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007348724,"about_ca_topic_score_gemma":0.000004959523,"domain_scores_codex":[0.9916173,0.0006107904,0.002756098,0.001130417,0.002859745,0.001025674],"domain_scores_gemma":[0.9949501,0.001509224,0.00188179,0.0007236667,0.0002685643,0.0006666442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01037959,0.001416899,0.115649,0.001968428,0.001432603,0.000306894,0.003247486,0.00008321108,0.01597738,0.01654647,0.3458714,0.4871207],"study_design_scores_gemma":[0.01613788,0.006129222,0.5207466,0.002962956,0.001463842,0.009489722,0.00221272,0.001020135,0.0003514001,0.001552852,0.4372138,0.0007188297],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01051875,0.001408213,0.0001898305,0.8941727,0.002356025,0.03977574,0.00005760304,0.0004471917,0.0510739],"genre_scores_gemma":[0.9638866,0.0002636417,0.0003509675,0.008205594,0.008397495,0.01579426,0.00004137093,0.0001505464,0.002909567],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9533678,"threshold_uncertainty_score":0.9998097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07593057355775777,"score_gpt":0.3956821779980856,"score_spread":0.3197516044403279,"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."}}