{"id":"W2324673440","doi":"10.5751/es-06976-190419","title":"Design considerations for community-based stream monitoring to detect changes in Pacific salmon habitats","year":2014,"lang":"en","type":"article","venue":"Ecology and Society","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Victoria; Simon Fraser University","funders":"Hakai Institute","keywords":"Habitat; Geography; Ecology; Fishery; Pacific ocean; Environmental resource management; Environmental science; Oceanography; Biology; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"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":[0.02615561,0.001189847,0.001157313,0.001814408,0.001414348,0.002088192,0.002213744,0.002663561,0.007816576],"category_scores_gemma":[0.05979726,0.001171928,0.001083081,0.0008462145,0.0005900065,0.001615101,0.001532512,0.001244428,0.002213029],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001628045,"about_ca_system_score_gemma":0.002547882,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004197551,"about_ca_topic_score_gemma":0.01183641,"domain_scores_codex":[0.9801552,0.01296363,0.001139249,0.001127582,0.004138322,0.0004760324],"domain_scores_gemma":[0.9547517,0.02381043,0.003142446,0.002479028,0.01398343,0.001832915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.007253046,0.002499302,0.08131716,0.003437455,0.001087036,0.0007141531,0.001654725,0.05396395,0.08590196,0.008928941,0.03833717,0.7149052],"study_design_scores_gemma":[0.008581179,0.04097755,0.2363815,0.002919442,0.004578522,0.005814688,0.003462133,0.3757261,0.069181,0.04607614,0.2052751,0.001026802],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07626427,0.001729636,0.8697714,0.01057112,0.0009229007,0.01706867,0.001190474,0.003596831,0.01888467],"genre_scores_gemma":[0.2359528,0.0005366067,0.7434345,0.003875392,0.0002045118,0.01214347,0.0004435716,0.0002746081,0.003134458],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02615561,"threshold_uncertainty_score":0.1383257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03670379670303272,"score_gpt":0.2576350930370972,"score_spread":0.2209312963340645,"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."}}