{"id":"W4402918850","doi":"10.1007/978-3-031-66413-7_2","title":"Cancer Prevention: Principles and Approaches","year":2024,"lang":"en","type":"book-chapter","venue":"Global perspectives on health geography","topic":"Cancer Risks and Factors","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine","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"],"consensus_categories":[],"category_scores_codex":[0.0001327362,0.0004531173,0.0007072181,0.0002751541,0.0001358061,0.00005088203,0.00007808216,0.0002713267,0.0002799149],"category_scores_gemma":[0.000005747386,0.0003846432,0.0004447504,0.0001283428,0.0002963493,0.00003713135,0.00007086279,0.0005784216,0.00003610294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006419626,"about_ca_system_score_gemma":0.0004382565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008340357,"about_ca_topic_score_gemma":0.0004445012,"domain_scores_codex":[0.9979032,0.00001346199,0.000359952,0.0009391294,0.0004113541,0.0003729373],"domain_scores_gemma":[0.9989591,0.00001764068,0.0001961692,0.0003631259,0.00007623467,0.0003876929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004939724,0.0001792041,0.005741694,0.001904692,0.001360427,0.00004435904,0.001212155,0.000006261107,1.136202e-7,0.8869368,0.006397847,0.09572244],"study_design_scores_gemma":[0.001070404,0.002156048,0.05831038,0.003951114,0.0005308947,0.00007906336,0.00194952,0.00001996856,5.146831e-7,0.04150764,0.8897496,0.0006748505],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00140643,0.2786773,0.00001110133,0.00913051,0.0005543576,0.001500253,0.001006557,0.0002254587,0.7074881],"genre_scores_gemma":[0.1341545,0.3900933,0.0009842922,0.004058891,0.004891404,0.0004673866,0.0004181397,0.0003774936,0.4645545],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8833517,"threshold_uncertainty_score":0.9998605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07451482955383715,"score_gpt":0.348373859817986,"score_spread":0.2738590302641488,"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."}}