{"id":"W4412217186","doi":"","title":"Analyses of fishing cultures identified by core features pertaining to life modes, modes of operation, fishing gears, and economic value chains in the Jammer Bay area (Task 4.2)","year":2024,"lang":"en","type":"article","venue":"VBN Forskningsportal (Aalborg Universitet)","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute on Governance","funders":"","keywords":"Fishing; Bay; Core (optical fiber); Task (project management); Value (mathematics); Fishery; Engineering; Geography; Computer science; Telecommunications; Geology; Oceanography; Biology; Machine learning","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001683353,0.0002895877,0.0002823249,0.001932211,0.0008090309,0.0008550407,0.0005683578,0.000284589,0.001564714],"category_scores_gemma":[0.004984974,0.0002070712,0.0005491595,0.00203617,0.000365818,0.0005167912,0.002750333,0.0004920663,0.0002664339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006620914,"about_ca_system_score_gemma":0.00145422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05069821,"about_ca_topic_score_gemma":0.1202902,"domain_scores_codex":[0.9989298,0.0002797853,0.0001472601,0.0002013827,0.0002032099,0.0002385115],"domain_scores_gemma":[0.99431,0.001553532,0.001845318,0.0004270829,0.001182801,0.0006812016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001057951,0.00004012883,0.9925223,0.00002089259,0.0000668018,0.00002610912,0.002491316,0.00008115328,0.0007051651,0.00005642603,0.0002269504,0.003656991],"study_design_scores_gemma":[0.000001645758,0.00002475603,0.9974171,0.000007828095,0.00001341158,0.00001147458,0.002152245,0.0001094101,0.00007914491,0.00001592957,0.000165056,0.000002109279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989478,0.00002974086,0.00007320623,0.00001245301,0.000001450303,0.000008499853,0.0006145247,9.924865e-7,0.000311367],"genre_scores_gemma":[0.9967465,0.0000524139,0.0003886881,0.00001846727,0.000002935868,0.00006924662,0.002181569,0.000005300077,0.0005348707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05069821,"threshold_uncertainty_score":0.1008062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0264501873929537,"score_gpt":0.2831650149812988,"score_spread":0.2567148275883451,"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."}}