{"id":"W7125204671","doi":"10.4325/seikeikakou.38.30","title":"PPS 2025 (Guelph, Canada)","year":2025,"lang":"en","type":"article","venue":"Seikei-Kakou","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005992391,0.001381587,0.0007794622,0.001775267,0.002400311,0.004038471,0.001582603,0.002080052,0.6488497],"category_scores_gemma":[0.00168424,0.0007597108,0.0009526128,0.002696869,0.0005839062,0.0007098544,0.001738015,0.001481425,0.3064611],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01512801,"about_ca_system_score_gemma":0.04187678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8792467,"about_ca_topic_score_gemma":0.9188972,"domain_scores_codex":[0.9991504,0.00005171376,0.00003550309,0.0001075497,0.0003568985,0.0002979664],"domain_scores_gemma":[0.9986395,0.00005515646,0.00004425645,0.00006111771,0.0007061212,0.0004938117],"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":[0.0001405263,0.00004039762,0.0005720928,0.0002099847,0.00001333721,0.00009621139,0.0000227632,0.0003950711,0.0002936461,0.003543213,0.8926183,0.1020544],"study_design_scores_gemma":[0.0000265841,0.0000184013,0.00183026,0.00009335242,0.000006702503,0.000029962,0.0000547889,0.0002732755,0.0001388356,0.0004690307,0.9970521,0.00000675245],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002147991,0.004102403,0.001592156,0.005293331,0.001963734,0.0003562047,0.05793037,0.002428229,0.9241856],"genre_scores_gemma":[0.003032982,0.001045211,0.0008512713,0.0009225855,0.00005977538,0.00005303316,0.008588828,0.0003300882,0.9851162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3511503,"threshold_uncertainty_score":0.5008732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003187947276233646,"score_gpt":0.185233392513269,"score_spread":0.1820454452370354,"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."}}