{"id":"W2956716012","doi":"10.12681/mms.19285","title":"A précis of Gill-Oxygen Limitation Theory (GOLT), with some Emphasis on the Eastern Mediterranean","year":2019,"lang":"en","type":"article","venue":"Mediterranean Marine Science","topic":"Physiological and biochemical adaptations","field":"Environmental Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Invertebrate; Gill; Fish <Actinopterygii>; Variety (cybernetics); Ecology; Fishery; Environmental science; Biology; Computer science; Artificial intelligence","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":[0.0007602597,0.0001857096,0.0001874577,0.00005990875,0.0001760585,0.00003294762,0.0008917245,0.00004253485,0.002590716],"category_scores_gemma":[0.0002852397,0.00009254206,0.00006185313,0.000726237,0.00156314,0.000375859,0.0005045502,0.0001668641,0.0006861968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006042214,"about_ca_system_score_gemma":0.00002550349,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004341311,"about_ca_topic_score_gemma":0.000009208749,"domain_scores_codex":[0.997763,0.00008479398,0.0002491255,0.000502463,0.001038118,0.0003624737],"domain_scores_gemma":[0.9987463,0.0004470453,0.000148711,0.0004751057,0.00003312802,0.0001497459],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0004128714,0.0003657558,0.01771865,0.00003619086,0.0000269094,0.000007531831,0.002558418,0.0004035053,0.8753477,0.004671162,0.001005174,0.09744615],"study_design_scores_gemma":[0.002559646,0.004646109,0.6988141,0.0002916433,0.00009499754,0.0000411725,0.002049715,0.03078742,0.1679201,0.08491333,0.006355704,0.001526037],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9823928,0.000005387551,0.00004740987,0.001388322,0.0001633829,0.0003721868,0.000007600636,0.00003322542,0.01558961],"genre_scores_gemma":[0.9973196,0.000005953892,0.0004623412,0.00100152,0.00008534956,0.0000253843,0.00001353931,0.000009062833,0.00107726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7074276,"threshold_uncertainty_score":0.9983211,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02364857229060288,"score_gpt":0.2283797946283474,"score_spread":0.2047312223377445,"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."}}