{"id":"W1572002398","doi":"","title":"Coastal Environment: Environmental Problems in Coastal Regions IV","year":2003,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Bedford Institute of Oceanography; Geological Survey of Canada","funders":"","keywords":"Environmental science; Geology; Environmental resource management; Oceanography; Earth science; Geography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000285445,0.0002291095,0.0001588711,0.00004695069,0.0002225696,0.00003566519,0.0003827133,0.00003536446,0.003494852],"category_scores_gemma":[0.00002557305,0.0002254648,0.00004070612,0.0003026479,0.0004000155,0.0002608963,0.001231336,0.0001640263,0.0001753305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005357321,"about_ca_system_score_gemma":0.0001056254,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6355761,"about_ca_topic_score_gemma":0.9480329,"domain_scores_codex":[0.9975455,0.00006207074,0.0002802227,0.0006244452,0.000759312,0.0007284457],"domain_scores_gemma":[0.9992587,0.00002559013,0.00007769668,0.0003715215,0.000001068959,0.0002654251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002154899,0.0009163153,0.8589519,0.00003438033,0.00001915149,0.0005124403,0.0007337247,0.02603541,0.009714735,0.005126672,0.03166146,0.06627222],"study_design_scores_gemma":[0.0007273349,0.0001038709,0.2363832,0.00001235756,0.000009767879,0.00005338819,0.0008751242,0.0009680266,0.000259516,0.002494181,0.7574705,0.0006426906],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8063092,0.000056095,0.003386112,0.001274071,0.0006324745,0.001111562,0.0001712456,0.00005510296,0.1870041],"genre_scores_gemma":[0.9880493,0.0000440342,0.0003180486,0.0004988657,0.00001002366,0.00004658424,0.00001894628,0.00001364011,0.01100053],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.725809,"threshold_uncertainty_score":0.9974161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005873088975685368,"score_gpt":0.1566270289229561,"score_spread":0.1507539399472707,"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."}}