{"id":"W6907423383","doi":"10.22002/d1.1881","title":"ginput v1.0.9: GGG2020 prior profile software","year":2021,"lang":"en","type":"other","venue":"CaltechDATA","topic":"Distributed Control Multi-Agent Systems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Python (programming language); Software; Data file; Code (set theory); Software tool; Source code","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":[0.0002575786,0.0005565983,0.0007611681,0.0002498229,0.0000945648,0.0004259064,0.004204744,0.0005667083,0.00269954],"category_scores_gemma":[0.0003891214,0.0005495893,0.000198617,0.0006657225,0.0000570573,0.0001849465,0.001638451,0.000512353,0.001865067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000143989,"about_ca_system_score_gemma":0.0004699061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000171946,"about_ca_topic_score_gemma":0.00008074562,"domain_scores_codex":[0.9964532,0.0001575095,0.0004750206,0.001502518,0.0007184887,0.0006932204],"domain_scores_gemma":[0.9950015,0.0000891263,0.0004143405,0.004091794,0.0001070141,0.000296247],"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":[0.000001480097,0.00006174966,0.0000346122,0.0002810843,0.000119278,0.0002597281,0.00002162984,0.000001112156,0.00008004826,0.001509132,0.9705755,0.02705462],"study_design_scores_gemma":[0.0005693979,0.00002430245,0.000033279,0.0006401469,0.00003122126,0.00003906817,0.000006668887,0.001878057,0.0001701331,0.00004451453,0.9959559,0.0006072439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.000001473142,0.007414731,0.8557161,0.000651725,0.003449605,0.001314011,0.002365399,0.002351396,0.1267355],"genre_scores_gemma":[0.000225542,0.0001201458,0.07822702,0.0005942742,0.00139652,0.0003410888,0.004093929,0.0006321068,0.9143693],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7876338,"threshold_uncertainty_score":0.9996955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02302764979465543,"score_gpt":0.2567793854780338,"score_spread":0.2337517356833784,"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."}}