{"id":"W2978508246","doi":"10.24908/iqurcp.9444","title":"20. Fishy Business","year":2018,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business; Population; Fishing; Fish <Actinopterygii>; Sustainability; Fishery; Fishing industry; Purchasing; Marketing; Grocery store; Diversity of fish; Fish stock; Ecology; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001314985,0.0002654252,0.0002272607,0.0002055626,0.0005599046,0.0004544903,0.0009286586,0.00009676529,0.002340488],"category_scores_gemma":[0.0003031809,0.0002352969,0.00005296988,0.001800208,0.002209858,0.0008182017,0.006247879,0.0004282916,0.004380061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002905471,"about_ca_system_score_gemma":0.00007596485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001937639,"about_ca_topic_score_gemma":0.0003611582,"domain_scores_codex":[0.9962441,0.00005159162,0.0003144903,0.0008298339,0.001464873,0.0010951],"domain_scores_gemma":[0.9986214,0.00006117747,0.0000836976,0.0002971021,0.0006097497,0.0003268544],"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":[0.0002413449,0.0004068222,0.02496903,0.0001708072,0.00006614323,0.00004123828,0.00326302,0.000006125431,0.01404806,0.08667201,0.6486293,0.2214861],"study_design_scores_gemma":[0.0007577516,0.0006405717,0.02534184,0.0001363209,0.00001960782,0.00001998684,0.001671355,0.001472693,0.003317513,0.4058575,0.5600041,0.0007608332],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1549734,0.000008977819,0.003178269,0.07786252,0.0004300496,0.001027102,0.000005524466,0.0003293653,0.7621847],"genre_scores_gemma":[0.9759558,0.0001414636,0.0006148778,0.0002701542,0.0004119293,0.0001039266,0.000008178317,0.00003189936,0.0224618],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8209823,"threshold_uncertainty_score":0.9985715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07341251156820618,"score_gpt":0.3362424651572607,"score_spread":0.2628299535890545,"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."}}