{"id":"W4283753493","doi":"10.1126/sciadv.abn0929","title":"Risks of mining to salmonid-bearing watersheds","year":2022,"lang":"en","type":"review","venue":"Science Advances","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assembly of First Nations; Dalhousie University; Simon Fraser University","funders":"","keywords":"Watershed; Coal mining; Environmental science; Habitat; Harm; Environmental resource management; STREAMS; Ecosystem; Environmental planning; Ecology; Geography; Computer science; Coal","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.0009326577,0.000233783,0.0006386824,0.0001813406,0.000409221,0.00001938399,0.001361058,0.00005925994,0.003595541],"category_scores_gemma":[0.0000778313,0.0001830605,0.0001185355,0.001630678,0.0009199473,0.0006322725,0.00040947,0.0002063676,0.0001615343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001408564,"about_ca_system_score_gemma":0.0001236116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000553335,"about_ca_topic_score_gemma":0.00003310643,"domain_scores_codex":[0.9976994,0.00003987781,0.0004146703,0.0006965845,0.0006726514,0.0004767967],"domain_scores_gemma":[0.9992043,0.0001133758,0.0002100899,0.0003265875,0.000005547549,0.0001400913],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002700803,0.00002423332,0.0009126961,0.0007039688,0.000005368082,0.00000809095,0.0004412128,0.0009397571,0.00004372568,0.000006778688,0.00001545325,0.996896],"study_design_scores_gemma":[0.00002791908,0.00009387262,0.000065033,0.0004185117,0.00005865271,0.000007877202,0.00009576009,0.000002927446,0.00024384,0.00003495787,0.9987298,0.000220805],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003592772,0.9868008,0.00005245424,0.00001739695,0.000415983,0.0003312084,0.00001233988,0.000037068,0.008739902],"genre_scores_gemma":[0.003900963,0.9939288,0.001595112,0.00006220717,0.00002203683,0.00009076445,0.000006461493,0.00001605136,0.0003776172],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9987144,"threshold_uncertainty_score":0.9973153,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07859084357970393,"score_gpt":0.3640635329524913,"score_spread":0.2854726893727874,"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."}}