{"id":"W4404708547","doi":"10.14321/aehm.027.02.06","title":"Preface","year":2024,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Water Resources and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001442685,0.00009802834,0.0001594065,0.00006561926,0.0003413432,0.0002048384,0.0002471363,0.00003031516,0.0001514076],"category_scores_gemma":[0.00001101571,0.00008625802,0.00005685674,0.0002892846,0.0000197302,0.000121584,0.00005804927,0.00007348486,0.00143567],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004045547,"about_ca_system_score_gemma":0.00009442708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006012007,"about_ca_topic_score_gemma":0.01147995,"domain_scores_codex":[0.9982613,0.0002027935,0.0003119087,0.0002897613,0.0004773512,0.0004568289],"domain_scores_gemma":[0.9994695,0.0000611921,0.00007740634,0.0002234227,0.000008305791,0.0001601416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006418391,0.0000671344,0.0005722293,0.004749638,0.0001508509,0.00009611431,0.03740178,0.00008938004,5.573179e-7,0.583424,0.1427164,0.2307255],"study_design_scores_gemma":[0.00007639398,0.00002531718,0.000403384,0.000540363,0.00001015329,6.304883e-7,0.00239852,0.001546198,9.267516e-7,0.001458418,0.9934454,0.00009428028],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1439444,0.0256053,0.01005706,0.1523377,0.006521182,0.006292657,0.00004832022,0.001799189,0.6533943],"genre_scores_gemma":[0.9659559,0.0008584608,0.0003597449,0.0007549878,0.0002571283,0.00007839355,0.000002712051,0.00001660872,0.03171605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.850729,"threshold_uncertainty_score":0.9993418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02371604523421469,"score_gpt":0.3255149840232516,"score_spread":0.3017989387890369,"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."}}