{"id":"W6963498739","doi":"10.22002/d1.1944","title":"ginput v1.0.10: GGG2020 prior profile software","year":2021,"lang":"en","type":"other","venue":"CaltechDATA","topic":"","field":"","cited_by":4,"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002243354,0.002525117,0.002311159,0.002308928,0.001563118,0.003748393,0.005693873,0.001713304,0.3625028],"category_scores_gemma":[0.007242563,0.002979272,0.002328336,0.002896065,0.0006507802,0.003516244,0.003961809,0.00470709,0.3984357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001741638,"about_ca_system_score_gemma":0.002691621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01009404,"about_ca_topic_score_gemma":0.01721672,"domain_scores_codex":[0.9989141,0.00019567,0.00006713878,0.0002962417,0.0003298421,0.0001969876],"domain_scores_gemma":[0.9982327,0.0004273767,0.0001042191,0.0006110147,0.000445764,0.0001788208],"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":[0.00009471424,0.00002820514,0.0007795042,0.0003085168,0.00004819318,0.00004936655,0.00008518711,0.001545781,0.0007933375,0.004002917,0.9787573,0.01350695],"study_design_scores_gemma":[0.0001353272,0.0000237624,0.001938612,0.0001670271,0.00004807348,0.0001615207,0.00006897178,0.01385906,0.009561894,0.02426007,0.9496084,0.0001672974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.00229331,0.0002354811,0.09600359,0.0004739235,0.0004519103,0.0001706826,0.3164432,0.547726,0.03620188],"genre_scores_gemma":[0.01062859,0.0002393716,0.07701717,0.0008531709,0.0001061925,0.0007507465,0.311349,0.5671904,0.03186534],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3625028,"threshold_uncertainty_score":0.9093124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388908022818648,"score_gpt":0.2883259691915787,"score_spread":0.2544368889633922,"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."}}