{"id":"W7080173781","doi":"10.5281/zenodo.17068670","title":"NTIA Conformance Checker","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Validator; Software; Baseline (sea); Component (thermodynamics); Calibration","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":[0.01280408,0.002034253,0.001729541,0.00517705,0.00151376,0.006212063,0.006315532,0.00219487,0.07010248],"category_scores_gemma":[0.04904639,0.001894248,0.002864421,0.002893373,0.001311684,0.006779585,0.005792723,0.004680563,0.04667062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002810407,"about_ca_system_score_gemma":0.005744274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007959404,"about_ca_topic_score_gemma":0.007497154,"domain_scores_codex":[0.9785997,0.003528281,0.002814594,0.003820493,0.01005307,0.001183978],"domain_scores_gemma":[0.9697537,0.005941545,0.001552682,0.01086946,0.01147676,0.0004057983],"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":[0.000765053,0.0002707013,0.003395033,0.00126545,0.0001899816,0.001081288,0.0006384401,0.006075167,0.007598696,0.08790109,0.7487435,0.1420755],"study_design_scores_gemma":[0.0001234702,0.0000441311,0.0008322364,0.0003803673,0.0001209238,0.000680919,0.0001374282,0.0370026,0.02095144,0.02151389,0.9181203,0.00009232249],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.008822897,0.0004737776,0.3814827,0.001285453,0.001828199,0.001435503,0.04164204,0.4117868,0.1512427],"genre_scores_gemma":[0.09839059,0.001005948,0.4134749,0.003631694,0.0005496152,0.002398738,0.2207823,0.1323207,0.1274455],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.9298975,"threshold_uncertainty_score":0.2345161,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060379035841286,"score_gpt":0.2246752839197947,"score_spread":0.2040714935613819,"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."}}