{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001013259,0.0001249003,0.0001103981,0.00002708451,0.0001251011,0.00002689711,0.0002793922,0.00002762991,0.003609038],"category_scores_gemma":[0.00002051315,0.0001153996,0.00003798319,0.0003026559,0.00006002192,0.00006868825,0.002125609,0.00009351575,0.0003449849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002709054,"about_ca_system_score_gemma":0.00006534401,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4839755,"about_ca_topic_score_gemma":0.7206333,"domain_scores_codex":[0.9989715,0.00001904439,0.0001480955,0.0002893403,0.0002811009,0.0002909301],"domain_scores_gemma":[0.999562,0.00002292906,0.00002783303,0.0003046656,0.000004848732,0.00007777865],"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":[0.000009985573,0.0000422908,0.00901635,0.0000182591,0.00001905935,0.0000281906,0.00002499367,0.0002724533,0.0003968861,0.003407216,0.7559971,0.2307672],"study_design_scores_gemma":[0.0001658055,0.00001390358,0.06608302,0.000009168872,0.00001450499,7.207153e-7,0.00007614733,0.0002697455,0.00031519,0.003675864,0.9292418,0.0001341542],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01861647,0.00004764563,0.0005949558,0.006608756,0.0008405854,0.0002045143,0.000007137624,0.00005619401,0.9730237],"genre_scores_gemma":[0.7840292,0.00001800853,0.0001778381,0.003352713,0.00003510185,0.00001777398,0.000008170417,0.000006721619,0.2123544],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7654128,"threshold_uncertainty_score":0.9973018,"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."}}