{"id":"W3138649989","doi":"10.7202/1075884ar","title":"Reflection from Inside and Flying Fish","year":2021,"lang":"en","type":"article","venue":"The Trumpeter","topic":"Medical History and Innovations","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reflection (computer programming); Fish <Actinopterygii>; Fishery; Optics; Computer science; Physics; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000541102,0.00003478855,0.00004512616,0.00001205681,0.0003770988,0.00004673196,0.00002930479,0.00001340132,0.005557768],"category_scores_gemma":[0.00002983298,0.00002306527,0.0000144801,0.0000174727,0.0001029154,0.00007664491,0.0000179127,0.00008425087,0.00004934711],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007717901,"about_ca_system_score_gemma":0.00001099769,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007284892,"about_ca_topic_score_gemma":0.0008643416,"domain_scores_codex":[0.9997136,0.00002948521,0.00007557009,0.0000705192,0.00005515213,0.00005566778],"domain_scores_gemma":[0.9997916,0.00005424413,0.00001719522,0.00009477887,0.00002720211,0.00001497403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003361219,0.00007073778,0.0002786923,0.00002478835,0.00009929731,0.00002482225,0.1340133,4.921757e-7,0.005262463,0.6402252,0.1560732,0.06389342],"study_design_scores_gemma":[0.00009014403,0.000009921611,0.0007286603,0.00001182122,0.00001065261,0.000002197258,0.0009588016,0.0000277932,0.0003712768,0.01037335,0.9873729,0.00004245128],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7798356,0.0001324835,0.00006218408,0.005510275,0.0008442363,0.00003486629,0.00001636477,0.00004150554,0.2135225],"genre_scores_gemma":[0.9762011,0.00001272035,0.00004569426,0.006419144,0.0006569677,0.000005151622,0.00002290198,0.000004934276,0.01663138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8312998,"threshold_uncertainty_score":0.9953513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06845865432570582,"score_gpt":0.2412249356543427,"score_spread":0.1727662813286369,"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."}}