{"id":"W2257134273","doi":"","title":"Tracking sources of microbial pollution in recreational waters: Experience from two Toronto beaches","year":2007,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Microplastics and Plastic Pollution","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Recreation; Tracking (education); Pollution; Marine pollution; Environmental science; Environmental planning; Ecology; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004537245,0.0005437396,0.0002788435,0.0005758654,0.003495595,0.0009458425,0.0005625688,0.0008047417,0.00131016],"category_scores_gemma":[0.001033691,0.0003477146,0.0002598892,0.001498748,0.001062785,0.0004630836,0.001600457,0.0005010324,0.0003751819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004652726,"about_ca_system_score_gemma":0.003365611,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6465735,"about_ca_topic_score_gemma":0.8912438,"domain_scores_codex":[0.9994707,0.00008224478,0.00002342838,0.0001107033,0.0001709719,0.0001420063],"domain_scores_gemma":[0.9991114,0.0001040678,0.0001282896,0.0000452944,0.0003226407,0.000288387],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008176564,0.0003938318,0.7830642,0.0002648582,0.00007353036,0.004264649,0.1271706,0.0006577134,0.04710815,0.0001662135,0.0009160166,0.03510256],"study_design_scores_gemma":[0.00001406245,0.0006830518,0.9328728,0.00003450293,0.00005335673,0.0004430602,0.05641875,0.0003685018,0.00502092,0.00004529536,0.004013391,0.00003232498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986491,0.00008089649,0.0001891578,0.00006628357,0.000002537647,0.00003120703,0.0001888514,0.000005112186,0.0007870853],"genre_scores_gemma":[0.9937462,0.0002873805,0.001277345,0.00004387468,0.000005548799,0.00002173149,0.0002882218,0.000007241817,0.004322442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3534265,"threshold_uncertainty_score":0.7110157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01537913261259214,"score_gpt":0.2275399622375217,"score_spread":0.2121608296249295,"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."}}