{"id":"W7009761112","doi":"","title":"Evaluating Rockfish Conservation Areas in Southern British Columbia, Canada using a Random Forest Model of Rocky Reef Habitat","year":2018,"lang":"en","type":"other","venue":"OSF Preprints (OSF Preprints)","topic":"Coral and Marine Ecosystems Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Habitat; Bathymetry; Rockfish; Reef; Marine protected area; Population; Sebastes","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":[0.0007558438,0.0006853552,0.0005050901,0.000707438,0.0008258314,0.001117815,0.001562347,0.0005415595,0.001271737],"category_scores_gemma":[0.001770274,0.000520235,0.0004794366,0.000629144,0.000628858,0.0005295138,0.0005657153,0.0003760264,0.0001269742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01317631,"about_ca_system_score_gemma":0.007406978,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9466517,"about_ca_topic_score_gemma":0.9235163,"domain_scores_codex":[0.9997703,0.00005484054,0.00000842337,0.00006214443,0.00003027698,0.00007395721],"domain_scores_gemma":[0.9992871,0.0002621396,0.00008435021,0.00002746428,0.0002197499,0.0001192639],"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":[0.00002869361,0.0000202712,0.01943302,0.000008662121,0.00002712181,0.00003625874,0.00002120704,0.9780921,0.0001323978,0.0002634921,0.0002192257,0.001717469],"study_design_scores_gemma":[0.00001622717,0.00001061798,0.004849753,0.000004491188,0.0000109298,0.000006767704,0.00003643621,0.9947253,0.0000464143,0.0001404162,0.0001466816,0.000005930217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916481,0.0001424381,0.00517034,0.0001434897,0.000006438266,0.00003848068,0.0005593972,0.0001359716,0.002155473],"genre_scores_gemma":[0.9951055,0.00006754339,0.003254816,0.00003480718,0.000002664648,0.00002590471,0.0004744786,0.00002057307,0.001013773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0533483,"threshold_uncertainty_score":0.1073249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02245085373279923,"score_gpt":0.2389958480706295,"score_spread":0.2165449943378302,"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."}}