{"id":"W3176648264","doi":"10.1080/01677063.2021.1940169","title":"Marla Sokolowski Retrospectively","year":2021,"lang":"en","type":"article","venue":"Journal of Neurogenetics","topic":"Neurobiology and Insect Physiology Research","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Drosophila melanogaster; Drosophila (subgenus); Scientific discovery; Psychology; Foraging; Genetics; Biology; Ecology; Cognitive science; Gene","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":[],"consensus_categories":[],"category_scores_codex":[0.0001448361,0.0001070911,0.0002268734,0.00009144927,0.000108092,0.00002671808,0.000341099,0.00008104149,0.0001464588],"category_scores_gemma":[0.00148557,0.00009143881,0.0001500612,0.0003196663,0.0002061831,0.00006720654,0.0001296619,0.0005896115,0.00004760423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001700004,"about_ca_system_score_gemma":0.0002267038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":1.242098e-7,"about_ca_topic_score_gemma":3.550733e-7,"domain_scores_codex":[0.9984728,0.0004614081,0.0003358359,0.000224026,0.000238582,0.0002673951],"domain_scores_gemma":[0.9988702,0.000367775,0.0002117886,0.0002219461,0.0002143506,0.0001139301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006627165,0.0001224121,0.002148883,0.000004464097,0.000008582463,0.001419924,0.00002320364,0.00003607945,0.9937973,0.0007261421,0.001251285,0.0003954313],"study_design_scores_gemma":[0.0003630694,0.0005768571,0.02137364,0.000006639382,0.0000116759,0.003709584,0.000009087697,0.00002899218,0.9656153,0.002108736,0.00612113,0.00007525278],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955023,0.0002024726,0.0000358388,0.0009405001,0.0006890628,0.00003925461,0.000005701083,0.00001006993,0.002574783],"genre_scores_gemma":[0.9963261,0.0008174557,0.0002434579,0.001980586,0.0002180139,6.46609e-7,2.211391e-7,0.00001604238,0.0003974603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02818199,"threshold_uncertainty_score":0.3728766,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04290800428154453,"score_gpt":0.3077770083094027,"score_spread":0.2648690040278582,"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."}}