{"id":"W2037345051","doi":"10.4296/cwrj3401001","title":"Invited Commentary: A Framework for Integrated Research and Monitoring (FIRM)","year":2009,"lang":"en","type":"article","venue":"Canadian Water Resources Journal / Revue canadienne des ressources hydriques","topic":"Fish Ecology and Management Studies","field":"Environmental Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Political science; Business; Environmental resource management; Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0574565,0.002249022,0.003450146,0.002164846,0.01342152,0.0123066,0.01188375,0.1341272,0.009219139],"category_scores_gemma":[0.1773613,0.001828269,0.003395951,0.003412179,0.01604116,0.01615419,0.009194627,0.1041334,0.005865083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02966983,"about_ca_system_score_gemma":0.06292679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1496704,"about_ca_topic_score_gemma":0.195509,"domain_scores_codex":[0.9493673,0.0208088,0.005136351,0.005299343,0.01552968,0.003858505],"domain_scores_gemma":[0.8211018,0.117585,0.00628675,0.002373928,0.04020449,0.01244797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001362519,0.000002602871,0.00002026016,0.0001093333,0.000006389791,0.00007006956,0.0002845408,0.00001588145,0.00002426505,0.002615171,0.9951879,0.001650062],"study_design_scores_gemma":[0.00007799202,0.00002172808,0.0003460674,0.001618562,0.00006043394,0.0001905339,0.001300752,0.0001252103,0.0001090114,0.00929179,0.9867356,0.000122314],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00002107835,0.002577342,0.00009473946,0.9735907,0.0231608,0.00001320437,0.00004061576,0.000007416118,0.0004941255],"genre_scores_gemma":[0.0007093782,0.001323811,0.0003006006,0.9799747,0.0152001,0.00007082523,0.00002587552,0.00002471712,0.002369919],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1496704,"threshold_uncertainty_score":0.3038626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03396085237916122,"score_gpt":0.265320103557795,"score_spread":0.2313592511786337,"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."}}