{"id":"W4408225561","doi":"10.2196/70522","title":"The Fire Fighter Cancer Cohort Study: Protocol for a Longitudinal Occupational Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Occupational Health and Performance","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Environmental Health Sciences","keywords":"Preprint; Cohort; Medicine; Cohort study; Protocol (science); Gerontology; Environmental health; Computer science; Alternative medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.01052083,0.0002954348,0.0004439707,0.0002327973,0.007278579,0.0001264103,0.0008796151,0.0002107696,0.00107513],"category_scores_gemma":[0.0006507806,0.0001888716,0.0000944174,0.001031578,0.0002024738,0.0002668127,0.0004515921,0.001699279,0.0002425398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008114109,"about_ca_system_score_gemma":0.005424772,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007978531,"about_ca_topic_score_gemma":0.003005406,"domain_scores_codex":[0.9923025,0.002262411,0.001200948,0.0008469051,0.001872858,0.001514336],"domain_scores_gemma":[0.9927872,0.003065045,0.0002884053,0.00101413,0.002580879,0.0002643109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006312151,0.001646657,0.797239,0.001205116,0.00008372785,0.000002239167,0.0004136939,0.000004061793,9.307378e-7,0.000373278,0.1901217,0.002597457],"study_design_scores_gemma":[0.004195638,0.001192615,0.6079926,0.0008407896,0.000004122518,1.126053e-7,0.0003423208,0.00028201,0.000002374208,0.0002173293,0.3848197,0.0001103987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01496742,0.000001942997,0.00002785252,0.001392958,0.00007093526,0.9799841,0.00008909362,0.00009271156,0.003372977],"genre_scores_gemma":[0.008310187,5.173297e-7,0.00004845866,0.0002748483,0.0006915734,0.9700742,0.00002263459,0.00003638993,0.02054117],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1946981,"threshold_uncertainty_score":0.999838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4940514052202256,"score_gpt":0.7222001179760623,"score_spread":0.2281487127558367,"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."}}