{"id":"W6907716443","doi":"10.22002/d1.1880","title":"ginput v1.0.7b: GGG2020 prior profile software","year":2021,"lang":"en","type":"other","venue":"CaltechDATA","topic":"","field":"","cited_by":1,"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":[0.002562626,0.002875763,0.002855601,0.00252476,0.001911955,0.004066073,0.006666376,0.001931436,0.3849577],"category_scores_gemma":[0.007753783,0.003621811,0.002638284,0.003039628,0.0007232915,0.003929893,0.004373763,0.005386217,0.414552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001914782,"about_ca_system_score_gemma":0.002883941,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009457198,"about_ca_topic_score_gemma":0.01556861,"domain_scores_codex":[0.9986967,0.0002415872,0.00008103828,0.0003452206,0.0003991098,0.0002362892],"domain_scores_gemma":[0.9979504,0.0005353198,0.0001314729,0.0006874255,0.0004763457,0.0002190857],"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":[0.0001159198,0.00003376825,0.000783579,0.0004155572,0.00005442946,0.00005731171,0.00010724,0.001308276,0.001139388,0.00412875,0.9786518,0.01320383],"study_design_scores_gemma":[0.0001428608,0.00002553229,0.001852532,0.0001892104,0.00005396986,0.0001666929,0.00007274549,0.01102165,0.01179248,0.02300202,0.9514958,0.0001845351],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.002093925,0.0002402007,0.09193096,0.0004502247,0.000424124,0.0001656022,0.3005014,0.5717878,0.03240586],"genre_scores_gemma":[0.00943669,0.0002463871,0.07086516,0.0007955596,0.00009359686,0.0007809109,0.2731437,0.6180391,0.02659893],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.3849577,"threshold_uncertainty_score":0.8772832,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03290823199674164,"score_gpt":0.2891920902607059,"score_spread":0.2562838582639642,"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."}}