{"id":"W1970510918","doi":"10.1080/08920753.2011.544552","title":"Coastal and Ocean Management in Canada: Progress or Paralysis?","year":2011,"lang":"en","type":"article","venue":"Coastal Management","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Carleton University","funders":"","keywords":"Coastal management; Action plan; CLARION; Climate change; Oceanography; Environmental resource management; Geography; Environmental planning; Environmental science; Ecology; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002206233,0.0003204364,0.0002585612,0.0001206348,0.0001041306,0.00004523712,0.0004082279,0.00002544972,0.002844304],"category_scores_gemma":[0.000002480854,0.0002716369,0.00004528062,0.0004879781,0.0001699274,0.0002116043,0.007879005,0.0001106052,0.00007671736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002905765,"about_ca_system_score_gemma":0.00001867795,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4740449,"about_ca_topic_score_gemma":0.9413142,"domain_scores_codex":[0.9977015,0.00004358541,0.0003973191,0.000684731,0.00053499,0.0006378709],"domain_scores_gemma":[0.9992551,0.00001025282,0.00009571962,0.0004350417,0.000005303583,0.0001986266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003796306,0.000504036,0.2120665,0.0002751112,0.0002411695,0.003351328,0.000449218,0.0001845655,0.000002755581,0.004506234,0.02087808,0.7571614],"study_design_scores_gemma":[0.002077512,0.0001957657,0.9097613,0.00006915258,0.0001747139,0.00001875763,0.004334834,0.001044696,0.00004758247,0.003174712,0.07827141,0.0008295854],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3106146,0.00005251007,0.0004386349,0.0005032159,0.0003061777,0.001935747,0.00002404815,0.00009351475,0.6860315],"genre_scores_gemma":[0.9856699,0.0001927857,0.003321353,0.0003383839,0.00001061053,0.0001018517,0.00002413413,0.00002558602,0.01031537],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7563318,"threshold_uncertainty_score":0.9999736,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01302130318725618,"score_gpt":0.1916556409199408,"score_spread":0.1786343377326846,"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."}}