{"id":"W4367840662","doi":"10.1016/j.matt.2023.03.035","title":"Homo deus: I am not a robot AI materials chemist","year":2023,"lang":"it","type":"article","venue":"Matter","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Chemist; Experiential learning; Complement (music); Engineering ethics; Artificial intelligence; Computer science; Engineering; Psychology; Chemistry; Mathematics education","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":[],"consensus_categories":[],"category_scores_codex":[0.001767796,0.0005353576,0.0004962372,0.0007382752,0.002550532,0.00397173,0.0008534485,0.003626536,0.01482247],"category_scores_gemma":[0.005630911,0.0003332079,0.000260736,0.000314441,0.008689674,0.008338838,0.002500998,0.008490757,0.00962603],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001209444,"about_ca_system_score_gemma":0.001439893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001323242,"about_ca_topic_score_gemma":0.00132782,"domain_scores_codex":[0.9988257,0.0003037475,0.00002965009,0.0002617913,0.0004829558,0.00009610834],"domain_scores_gemma":[0.9978987,0.0007097693,0.0001650214,0.0002775726,0.0004490348,0.0004998737],"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":[0.00007812573,0.00004850502,0.0006836231,0.0001839541,0.00002380229,0.0001491984,0.001703983,0.0003585355,0.001252295,0.3720148,0.5421851,0.08131819],"study_design_scores_gemma":[0.00001244939,0.00003074314,0.0004130889,0.0001968193,0.00001395367,0.000481673,0.0007351793,0.001068263,0.001245686,0.2530071,0.7427468,0.0000482566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.006579063,0.02009514,0.03285549,0.6531023,0.02436605,0.00002551326,0.0002303186,0.001524408,0.2612216],"genre_scores_gemma":[0.2174509,0.01298734,0.02610587,0.2356308,0.009958202,0.0001201554,0.0002404668,0.00106567,0.4964406],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01482247,"threshold_uncertainty_score":0.04958606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01540139293889338,"score_gpt":0.2809569227374739,"score_spread":0.2655555297985805,"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."}}