{"id":"W4313410234","doi":"10.1093/jcbiol/ruac059","title":"The growth, respiration, and reproduction of crustaceans: a synthesis through the Gill-Oxygen Limitation Theory (GOLT)","year":2022,"lang":"en","type":"article","venue":"Journal of Crustacean Biology","topic":"Marine and fisheries research","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Crustacean; Biology; Ectotherm; Juvenile; Reproduction; Ecology; Respiration; Decapoda; Zoology; Anatomy","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003188785,0.00008068787,0.000148993,0.00003931512,0.0005985887,0.00002587177,0.0003591441,0.00003887892,0.0009813752],"category_scores_gemma":[0.00171443,0.00004453852,0.00006781534,0.0002604698,0.0005846333,0.0001916383,0.0003174199,0.0003079385,0.000002750352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008970237,"about_ca_system_score_gemma":0.00003853363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000673251,"about_ca_topic_score_gemma":0.00001713453,"domain_scores_codex":[0.9979435,0.0009877098,0.0004278106,0.0001701479,0.0002966607,0.0001741327],"domain_scores_gemma":[0.9983672,0.0008164062,0.0004350157,0.0002742144,0.00007582907,0.00003125752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006453023,0.0004993398,0.2915369,0.00008637021,0.0006295705,0.00003666366,0.02163958,0.001317612,0.04431707,0.1616512,0.1475902,0.3242424],"study_design_scores_gemma":[0.0003517525,0.00101507,0.01565373,0.000003504273,0.00005222374,0.0001926721,0.009139914,0.0001027434,0.001730486,0.05549104,0.916139,0.0001278738],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9093655,0.001233777,0.001809868,0.03622925,0.0006270884,0.0006066517,0.00001409602,0.00001567915,0.05009811],"genre_scores_gemma":[0.9971203,0.0009328839,0.0002980296,0.000283696,0.0001557737,0.00001701474,0.000001445431,0.00001008449,0.001180759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7685487,"threshold_uncertainty_score":0.9999319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0196448393979513,"score_gpt":0.2576375758139348,"score_spread":0.2379927364159835,"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."}}