{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002256206,0.0001633575,0.0002993008,0.0000443016,0.0003589737,0.00006332799,0.0002205376,0.00008887336,0.00003950972],"category_scores_gemma":[0.0001479209,0.00008020322,0.0000301224,0.0004260028,0.0003113657,0.00008624805,0.000402686,0.00008821463,2.831184e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001647379,"about_ca_system_score_gemma":0.0001827871,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2228656,"about_ca_topic_score_gemma":0.9076231,"domain_scores_codex":[0.9987742,0.00004273401,0.0002507574,0.0004266258,0.0001363931,0.000369244],"domain_scores_gemma":[0.999499,0.0001342197,0.0000780472,0.00007271436,0.00009523067,0.0001208342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006950655,0.00002203454,0.9064512,0.00004057099,0.00002249849,0.000009010029,0.0002015409,0.000002599314,0.07678804,0.0006072138,0.001276559,0.01450927],"study_design_scores_gemma":[0.0002186058,0.0004486705,0.9828119,0.00004735439,0.00003115512,0.00001884293,0.005700499,0.0001950273,0.001126655,0.0006396371,0.008464821,0.000296794],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953588,0.0001248779,0.000006932712,0.002783961,0.000261774,0.0002261558,0.00004829058,0.00001757685,0.00117163],"genre_scores_gemma":[0.999089,0.00007332108,0.0000890932,0.0004017217,0.00006409791,0.000006254448,0.00001418654,0.000001393267,0.0002609056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6847575,"threshold_uncertainty_score":0.7823094,"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."}}