{"id":"W6907941194","doi":"10.24433/co.9573035.v1","title":"ZebraTrack: An Open-Source Object Detection Algorithm to Detect and Track Larval Zebrafish Motor Touch Responses","year":2025,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Tracking (education); Track (disk drive); Object (grammar); Object detection; Video tracking; Pattern recognition (psychology)","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009911372,0.00111559,0.00120747,0.001605188,0.0003578919,0.00103012,0.001608369,0.0009836254,0.001092411],"category_scores_gemma":[0.0007453454,0.001212286,0.0001758186,0.001090508,0.0002006804,0.0004271249,0.0007634372,0.0008710381,0.001519041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003543923,"about_ca_system_score_gemma":0.000492104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001215025,"about_ca_topic_score_gemma":0.008525965,"domain_scores_codex":[0.9946367,0.000977489,0.0006500357,0.002065444,0.000690165,0.0009801909],"domain_scores_gemma":[0.9967121,0.0002676307,0.0004239966,0.001723785,0.0001906116,0.0006818052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002070784,0.0002386256,0.0000985645,0.0002296572,0.00044963,0.0001636473,0.0004525708,0.00001061159,0.02028573,0.00001575517,0.7093101,0.2666743],"study_design_scores_gemma":[0.002259363,0.001583684,0.001736949,0.0006911897,0.0003743946,0.0001226527,0.0002289197,0.0006623542,0.01555751,0.0001558387,0.9747779,0.001849237],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.108958,0.006937207,0.04531093,0.0006373472,0.007079834,0.03098271,0.04600568,0.02234321,0.7317451],"genre_scores_gemma":[0.009912373,0.00007766866,0.02105054,0.0007289455,0.00136792,0.0001114883,0.0002120503,0.004004101,0.9625349],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2654678,"threshold_uncertainty_score":0.9998207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174708671332296,"score_gpt":0.286292015626136,"score_spread":0.2688211484929064,"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."}}