{"id":"W4393987707","doi":"10.1002/aff2.161","title":"Lobster quality indicators for grading","year":2024,"lang":"en","type":"article","venue":"Aquaculture Fish and Fisheries","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Department of Agriculture; Fisheries and Oceans Canada; Memorial University of Newfoundland; Université Sainte-Anne","funders":"","keywords":"Grading (engineering); Environmental science; Engineering; Civil engineering","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":[0.002840291,0.0007909521,0.000455744,0.002867238,0.0004804797,0.001367961,0.0009753364,0.0003611605,0.01221161],"category_scores_gemma":[0.004377045,0.0002536178,0.0008585835,0.002025789,0.0004135742,0.0006376457,0.001123637,0.0006252743,0.002810048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001781499,"about_ca_system_score_gemma":0.0007765563,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01106507,"about_ca_topic_score_gemma":0.02338483,"domain_scores_codex":[0.9981232,0.0004070305,0.0002909068,0.0003151686,0.0007203077,0.0001432874],"domain_scores_gemma":[0.9964305,0.0003941706,0.001464526,0.0003242411,0.001187323,0.0001992985],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001827937,0.0005329161,0.7200279,0.000793705,0.0002804556,0.0002728313,0.0008884557,0.00817895,0.03632126,0.001984917,0.01272903,0.2161616],"study_design_scores_gemma":[0.0000604189,0.001777894,0.9407723,0.0002587803,0.0001278972,0.0002632725,0.001080078,0.01294092,0.01444306,0.0006119238,0.02758909,0.00007430602],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8582692,0.001415877,0.05755672,0.000322525,0.0002045581,0.003159828,0.01508602,0.001168879,0.06281647],"genre_scores_gemma":[0.8621184,0.0006285346,0.09668766,0.0001776126,0.00004793421,0.001816423,0.01650888,0.0001341752,0.02188036],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01221161,"threshold_uncertainty_score":0.04085183,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0220287527611884,"score_gpt":0.2823778567261306,"score_spread":0.2603491039649422,"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."}}