{"id":"W4234556492","doi":"10.5539/mas.v14n7p144","title":"Modern Applied Science, Vol. 14, No. 7, July 2020","year":2020,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003469025,0.0009432008,0.0008462217,0.00277364,0.001617514,0.005823324,0.001308878,0.002594515,0.2620905],"category_scores_gemma":[0.004441423,0.0007323515,0.001157914,0.002958339,0.002048439,0.002431698,0.00230306,0.00298082,0.1572728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002764821,"about_ca_system_score_gemma":0.004701116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003124422,"about_ca_topic_score_gemma":0.007181422,"domain_scores_codex":[0.9976077,0.0002770506,0.0001636921,0.0002650762,0.001455546,0.0002310347],"domain_scores_gemma":[0.9964623,0.0003568379,0.0001587257,0.0004086094,0.002130684,0.0004829316],"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":[0.0001493621,0.0002836851,0.002075674,0.0006930567,0.00008170468,0.0001393541,0.00005476915,0.0008893603,0.00448917,0.03591266,0.5492618,0.4059694],"study_design_scores_gemma":[0.000009629631,0.0000591299,0.002096941,0.0001857491,0.0000186681,0.0001719995,0.00006000181,0.001376364,0.001570711,0.009409868,0.9850246,0.00001640993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009574864,0.05375516,0.01704036,0.03824185,0.04253551,0.0003278318,0.001508964,0.001374478,0.8356409],"genre_scores_gemma":[0.0354855,0.05580063,0.01627569,0.009589017,0.009443609,0.0001862063,0.003372892,0.0004955873,0.8693509],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7379096,"threshold_uncertainty_score":0.87678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01228445357227651,"score_gpt":0.2407998995976413,"score_spread":0.2285154460253648,"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."}}