{"id":"W4313200811","doi":"10.1016/j.xpro.2022.101888","title":"Protocol for recording and analyzing spontaneous locomotion in Drosophila","year":2022,"lang":"en","type":"article","venue":"STAR Protocols","topic":"Neurobiology and Insect Physiology Research","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Queen's University","funders":"","keywords":"Scripting language; Drosophila (subgenus); Protocol (science); Computer science; Process (computing); Variety (cybernetics); MATLAB; Movement (music); Human–computer interaction; Artificial intelligence; Biology; Programming language; Medicine","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":[0.0005950903,0.0001174881,0.0001804601,0.0001688641,0.0004846781,0.00002620004,0.0002397279,0.00004468191,0.0001885033],"category_scores_gemma":[0.0002860596,0.0001128897,0.00003988442,0.0002934398,0.00011475,0.0001112484,0.0002378018,0.0004051469,0.000004369465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006789358,"about_ca_system_score_gemma":0.00006288336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000921035,"about_ca_topic_score_gemma":0.00000663414,"domain_scores_codex":[0.9982231,0.0005829383,0.0002313471,0.0004912708,0.0001105418,0.0003607786],"domain_scores_gemma":[0.9993389,0.0003224093,0.00008635467,0.0001900314,0.00001762315,0.00004468353],"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":[0.001993014,0.000217335,0.00136318,0.0001536786,0.000002222463,0.0001796887,0.0001171791,0.00006994062,0.9912346,0.001882592,0.0003159437,0.002470637],"study_design_scores_gemma":[0.01744534,0.01628074,0.00756944,0.0002750703,0.00000810526,0.002125088,0.0001559873,0.006844803,0.6707357,0.1051006,0.1721609,0.001298205],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.14034,2.339755e-7,0.00001939166,0.0002819654,0.00002249972,0.8589651,0.00002162712,0.00004362881,0.0003055238],"genre_scores_gemma":[0.1746691,1.049639e-7,0.00009869978,0.0001854474,0.00003199371,0.824845,0.000001950351,0.00001407678,0.0001536732],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.3204989,"threshold_uncertainty_score":0.460351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08988870704819828,"score_gpt":0.3909842750959186,"score_spread":0.3010955680477203,"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."}}