{"id":"W4404708539","doi":"10.14321/aehm.027.02.01","title":"Foreword","year":2024,"lang":"en","type":"article","venue":"Aquatic Ecosystem Health & Management","topic":"Religion, Spirituality, and Psychology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Victorian Order of Nurses; University of Toronto","funders":"","keywords":"Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001249997,0.001009223,0.0009106172,0.001594138,0.003106323,0.005980945,0.001921195,0.003497192,0.5835064],"category_scores_gemma":[0.0100202,0.0003494684,0.0006362849,0.001777411,0.001256536,0.006008125,0.003323821,0.004963564,0.5794212],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002012669,"about_ca_system_score_gemma":0.002581211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003234023,"about_ca_topic_score_gemma":0.003549022,"domain_scores_codex":[0.9985519,0.0002564423,0.0001076226,0.0003034393,0.0006136532,0.0001669987],"domain_scores_gemma":[0.9964748,0.0007104538,0.0001702162,0.0003057079,0.001770479,0.000568322],"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":[0.00001699216,0.00001062168,0.00004831153,0.00008498189,0.000001359786,0.00004006244,0.0001230924,0.00001106342,0.0000666382,0.006220024,0.9667217,0.02665522],"study_design_scores_gemma":[0.00000195397,0.000005841862,0.00005943314,0.00006154912,6.27903e-7,0.00004499582,0.000105469,0.000007022038,0.00002642161,0.0008778436,0.9988067,0.000002112999],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0007704644,0.007115914,0.002597725,0.06222545,0.1020822,0.0003150453,0.004271118,0.001292661,0.8193294],"genre_scores_gemma":[0.004340429,0.003627453,0.001072065,0.02004001,0.01270356,0.0002093483,0.003316888,0.0009306511,0.9537597],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5835064,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04690992020268293,"score_gpt":0.3900164502006254,"score_spread":0.3431065299979425,"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."}}