{"id":"W4366668229","doi":"10.2139/ssrn.4425872","title":"Thermodynamic Evaluation and Optimization of the As-Co, As-Fe and As-Fe-S Systems","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Rare-earth and actinide compounds","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Chemistry; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001743647,0.0002616409,0.0003304963,0.0001161243,0.0002634818,0.000229157,0.0002888196,0.0001320982,0.0000588835],"category_scores_gemma":[0.0000468199,0.0002006125,0.000143838,0.0001164116,0.00006527235,0.0001306549,0.0001729896,0.001815057,0.0000110442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000219497,"about_ca_system_score_gemma":0.002775497,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007572354,"about_ca_topic_score_gemma":0.00003786492,"domain_scores_codex":[0.9977093,0.0002825147,0.0004232702,0.000323107,0.0004732332,0.0007885742],"domain_scores_gemma":[0.9986734,0.0000842998,0.0006453566,0.0003132884,0.0002073696,0.00007624699],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004250772,0.0003463374,0.05308243,0.0004274202,0.004176138,0.000004804762,0.002139908,0.5374969,0.002872469,0.2803818,0.0003497331,0.1182969],"study_design_scores_gemma":[0.001754161,0.0003655542,0.003753496,0.0005668619,0.0005127253,0.0002029671,0.004317638,0.3349688,0.0002205771,0.6525357,0.0002018132,0.0005996237],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836214,0.002812306,0.007617379,0.0003740012,0.0006843387,0.0006863382,0.0000215928,0.00002369618,0.004158917],"genre_scores_gemma":[0.9971299,0.001038494,0.00002463736,0.00001250465,0.00046344,0.00003097471,0.0000591818,0.00004328918,0.001197609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3721539,"threshold_uncertainty_score":0.8180742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01281178446165116,"score_gpt":0.2763715236039832,"score_spread":0.2635597391423321,"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."}}