{"id":"W4256440153","doi":"10.31230/osf.io/8qv3k","title":"Evaluating Rockfish Conservation Areas in Southern British Columbia, Canada using a Random Forest Model of Rocky Reef Habitat","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Habitat; Rockfish; Bathymetry; Reef; Fishery; Marine protected area; Geography; Population; Environmental science; Ecology; Fish <Actinopterygii>; Cartography; Biology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007891671,0.0007057503,0.000505764,0.0007205908,0.0008355245,0.001119049,0.001557732,0.0005412615,0.001312484],"category_scores_gemma":[0.001807941,0.0005220372,0.0004840615,0.0006351816,0.0006147589,0.0005361218,0.0005634484,0.0003752797,0.0001301404],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01376287,"about_ca_system_score_gemma":0.007562543,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9492332,"about_ca_topic_score_gemma":0.9298062,"domain_scores_codex":[0.9997646,0.00005708712,0.000008613261,0.00006282835,0.00003081599,0.00007600564],"domain_scores_gemma":[0.9992566,0.0002758662,0.0000869294,0.00002894014,0.000227057,0.0001245905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000304982,0.00002200355,0.02072234,0.000009237018,0.00002923876,0.00003644594,0.00002129775,0.9766632,0.0001353331,0.0002566461,0.000235095,0.001838755],"study_design_scores_gemma":[0.00001718398,0.00001112273,0.005176829,0.000004619432,0.00001146392,0.0000066974,0.0000372433,0.9943944,0.00004975735,0.000136763,0.0001478663,0.000006090363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921032,0.0001431016,0.004779247,0.0001454339,0.0000063379,0.0000388962,0.0005777469,0.0001389832,0.002067141],"genre_scores_gemma":[0.9951869,0.00006686811,0.003145026,0.00003558675,0.000002722434,0.00002581135,0.0005061992,0.00002084026,0.001010022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05076683,"threshold_uncertainty_score":0.1021315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04263691027088945,"score_gpt":0.2500211700596471,"score_spread":0.2073842597887576,"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."}}