{"id":"W4410002519","doi":"10.21991/cf29492","title":"Editors' Introduction: Beyond Dolphin Delivery","year":2025,"lang":"en","type":"article","venue":"Constitutional Forum / Forum constitutionnel","topic":"Travel Writing and Literature","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta; University of British Columbia","funders":"","keywords":"Fishery; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.0002433208,0.0003907257,0.000356557,0.000431612,0.002591366,0.0005048249,0.0003468112,0.0002018979,0.001970368],"category_scores_gemma":[0.000201431,0.0003692183,0.0002665788,0.0002315124,0.006331284,0.0008784287,0.0001368745,0.0005185612,0.0003997276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001816919,"about_ca_system_score_gemma":0.0009838826,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001002315,"about_ca_topic_score_gemma":0.0001964714,"domain_scores_codex":[0.9976725,0.00005391958,0.0006080125,0.0006271937,0.0003813798,0.000656985],"domain_scores_gemma":[0.9985574,0.0001375511,0.0001310795,0.0004187392,0.0006065983,0.0001486728],"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":[0.00004074232,0.00008232295,0.0003387397,0.00002837259,0.00008243081,0.00001048156,0.0001836442,0.00009200395,0.00005135915,0.6344547,0.3635194,0.001115782],"study_design_scores_gemma":[0.0008943013,0.00003424122,0.00006212688,0.0001603803,0.00007326138,0.00007336505,0.002726914,0.0000970512,0.000158676,0.03800907,0.9573153,0.0003952943],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.003104309,0.00341549,0.0126909,0.06650452,0.07219728,0.0007413252,0.001117676,0.000896668,0.8393318],"genre_scores_gemma":[0.9522419,0.00002970155,0.0004177611,0.003735373,0.01627454,0.00008641202,0.0004816613,0.0000119761,0.02672069],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9491376,"threshold_uncertainty_score":0.999876,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008674139978887597,"score_gpt":0.2144849643956954,"score_spread":0.2058108244168078,"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."}}