{"id":"W4408798002","doi":"10.29173/cgs198","title":"A Fatal Contamination","year":2025,"lang":"en","type":"article","venue":"Critical Gambling Studies","topic":"Gambling Behavior and Treatments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Contamination; Environmental science; Biology; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001415862,0.0001287612,0.0002159552,0.0001382675,0.000190097,0.00003150964,0.00008373375,0.0000706795,0.00009007246],"category_scores_gemma":[0.000686202,0.000113161,0.00006964387,0.0002108185,0.000232471,0.00005117019,0.00006015163,0.0001206743,0.0002066733],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000529756,"about_ca_system_score_gemma":0.00001293625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001725026,"about_ca_topic_score_gemma":0.000006335768,"domain_scores_codex":[0.9990695,0.00005385058,0.0002010802,0.0002854104,0.0001113085,0.0002788088],"domain_scores_gemma":[0.9990276,0.0005258909,0.00001507432,0.0001967757,0.0001969844,0.0000377372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001112889,0.001110254,0.08482747,0.0001388618,0.0008459138,0.0002698113,0.004775749,8.476212e-7,0.0004150607,0.833101,0.01054726,0.06385648],"study_design_scores_gemma":[0.007341347,0.0007669571,0.8746703,0.0008429151,0.001942114,0.00005107692,0.03169543,0.00004502475,0.004310064,0.05286347,0.02443198,0.001039327],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9228311,0.008887892,0.002337047,0.003448271,0.004644367,0.0002596162,0.00001556299,0.0003144755,0.05726171],"genre_scores_gemma":[0.9930624,0.00002412325,0.0002694831,0.0003187862,0.00006037362,0.0001010105,0.000005106991,0.000008878348,0.006149846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7898428,"threshold_uncertainty_score":0.4614573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1839281429214958,"score_gpt":0.520493727652396,"score_spread":0.3365655847309001,"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."}}