{"id":"W4243993647","doi":"10.5539/mas.v14n8p77","title":"Modern Applied Science, Vol. 14, No. 8, August 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":[0.00355817,0.0008664465,0.0007419954,0.002301919,0.001427903,0.004951485,0.001244738,0.002333625,0.2513827],"category_scores_gemma":[0.004400289,0.000641521,0.001040715,0.002493034,0.002067033,0.00233932,0.002207222,0.002852049,0.1423498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002690212,"about_ca_system_score_gemma":0.004068903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002383927,"about_ca_topic_score_gemma":0.005534572,"domain_scores_codex":[0.9979016,0.0002721815,0.0001532002,0.0002763921,0.001207327,0.0001893175],"domain_scores_gemma":[0.9969509,0.0003639018,0.0001569668,0.0004010172,0.001711368,0.0004158634],"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":[0.000149588,0.0002699025,0.002349355,0.0006938286,0.00007371387,0.0001292165,0.00007166766,0.000817979,0.004436211,0.03382085,0.5239794,0.4332083],"study_design_scores_gemma":[0.0000102576,0.00006184462,0.002346344,0.0001887786,0.00001758101,0.000171077,0.00006195265,0.001359244,0.001250889,0.01017926,0.9843389,0.00001393739],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.011797,0.05849228,0.02002617,0.04535209,0.04340824,0.0003889737,0.001611555,0.001391301,0.8175324],"genre_scores_gemma":[0.04230829,0.05039924,0.01812137,0.008756002,0.008140976,0.0002155208,0.002793561,0.0004664028,0.8687987],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7486173,"threshold_uncertainty_score":0.8409591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01294080808671979,"score_gpt":0.2418629731997303,"score_spread":0.2289221651130105,"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."}}