{"id":"W2780482424","doi":"","title":"THEORETICAL PREDICTION AND STUDIES OF SELECTED NOVEL MATERIALS UNDER AMBIENT AND EXTREME CONDITIONS","year":2017,"lang":"en","type":"dissertation","venue":"University Library - University of Saskatchewan (University of Saskatchewan)","topic":"Material Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Division of Mathematical Sciences; Natural Sciences and Engineering Research Council of Canada; African Institute for Mathematical Sciences","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001946054,0.0004060417,0.001030103,0.0003748253,0.0009239187,0.00004266217,0.000823096,0.0004851033,0.002605805],"category_scores_gemma":[0.00001728001,0.0005213022,0.0001555456,0.0002560729,0.002780107,0.001266272,0.0005160164,0.0002215866,0.000008740348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008164256,"about_ca_system_score_gemma":0.0005824077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007367464,"about_ca_topic_score_gemma":0.002855035,"domain_scores_codex":[0.9981247,0.0001558816,0.000313124,0.0007132782,0.0003641343,0.0003288934],"domain_scores_gemma":[0.9976597,0.0001275942,0.001028216,0.0005518433,0.0004163053,0.000216365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.001583939,0.0003040496,0.0002223665,0.001338208,0.0004222066,0.00002851561,0.09125562,0.00001344728,0.9004722,0.003759757,0.0003993282,0.0002003582],"study_design_scores_gemma":[0.001985633,0.0003123995,0.008953721,0.0007494133,0.0008760015,0.000008720961,0.8674593,0.0000360073,0.116947,0.001480499,0.0006588686,0.0005324216],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936579,0.0001675084,0.0001995219,0.0003467458,0.0002275848,0.0005221646,0.003986621,0.0001093667,0.0007825349],"genre_scores_gemma":[0.9814365,0.0008182469,0.002231924,0.000009494746,0.0000316953,7.74173e-8,0.0008623784,0.00002977064,0.01457995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7835252,"threshold_uncertainty_score":0.9999338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01762901103769587,"score_gpt":0.2030801885401929,"score_spread":0.185451177502497,"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."}}