{"id":"W6968318456","doi":"10.5281/zenodo.16742261","title":"ReproNim/neurodocker: 2.0.2","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Stuttering Research and Treatment","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Download; Range (aeronautics); Key (lock); Identification (biology)","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":[0.0003665765,0.0002791333,0.0002749966,0.0006187493,0.0009030098,0.000440297,0.001220436,0.0002025907,0.3052521],"category_scores_gemma":[0.0003680442,0.0002847852,0.0001057006,0.0004676137,0.000183718,0.00003603159,0.001290063,0.0004701426,0.09365729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001598649,"about_ca_system_score_gemma":0.000007634814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002453736,"about_ca_topic_score_gemma":0.000001094454,"domain_scores_codex":[0.9973662,0.0004762703,0.0002394151,0.000896248,0.0003948931,0.0006269471],"domain_scores_gemma":[0.9981514,0.0000312163,0.0001303756,0.001285508,0.0001906784,0.000210809],"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":[0.00005518651,0.0002007865,0.00000265611,0.00006856139,0.0002385065,0.0001257208,0.0002014972,3.053616e-7,0.00002689044,0.005196262,0.8648266,0.129057],"study_design_scores_gemma":[0.0006602182,0.0002405526,0.0003817099,0.00009727144,0.00003209481,0.00007267098,0.00008130803,0.000002050567,0.00001877438,0.0001080079,0.9980864,0.0002189282],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004421701,0.0008057947,0.0004954274,0.0005828437,0.0004448791,0.0007498598,0.000708488,0.002181852,0.9939867],"genre_scores_gemma":[0.003912054,0.0002429086,0.0001273691,0.0001757124,0.0004042564,2.76871e-7,0.002187649,0.008260046,0.9846897],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2115948,"threshold_uncertainty_score":0.9999604,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03564127092938844,"score_gpt":0.3009577687328848,"score_spread":0.2653164978034964,"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."}}