{"id":"W4415648089","doi":"10.3390/fishes10110544","title":"Using Citizen Science to Improve Our Understanding of Northern Shortfin Squid (Illex illecebrosus) and Longfin Inshore Squid (Doryteuthis pealeii) Ecology and Fisheries off Atlantic Canada","year":2025,"lang":"en","type":"article","venue":"Fishes","topic":"Cephalopods and Marine Biology","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Fisheries and Oceans Canada","funders":"","keywords":"Squid; Fishing; Recreational fishing; Fisheries management; Recreation; Bycatch","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002986547,0.0002215416,0.0002919774,0.002952669,0.001834127,0.002439378,0.0006649402,0.0006694752,0.002123249],"category_scores_gemma":[0.005850365,0.0001712589,0.0002714141,0.002844919,0.001234562,0.002902549,0.002629116,0.0008991075,0.000350864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00411887,"about_ca_system_score_gemma":0.01027688,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4805453,"about_ca_topic_score_gemma":0.8059417,"domain_scores_codex":[0.9981963,0.0005135777,0.0001204126,0.0002935216,0.0005337502,0.0003423675],"domain_scores_gemma":[0.9931723,0.001818789,0.001205717,0.0006634013,0.002490023,0.0006497324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003926787,0.000212756,0.7384083,0.0007818973,0.0001006904,0.0004904083,0.02952364,0.0005955874,0.004513366,0.001978443,0.01340843,0.2099471],"study_design_scores_gemma":[0.000008605809,0.0001333065,0.7949247,0.001267608,0.00007570025,0.0002198267,0.08816686,0.001752382,0.001205778,0.002861434,0.1093205,0.00006334198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9276026,0.00250647,0.009747983,0.01103456,0.0001073868,0.0003951176,0.006990441,0.0001076799,0.04150776],"genre_scores_gemma":[0.9569531,0.00387107,0.02610315,0.003656891,0.00004880869,0.000402024,0.003657921,0.00002702244,0.005279962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5194547,"threshold_uncertainty_score":0.9554964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02660829042480857,"score_gpt":0.2354021584671517,"score_spread":0.2087938680423432,"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."}}