{"id":"W2802629520","doi":"10.1126/science.360.6388.478","title":"Has artificial intelligence become alchemy?","year":2018,"lang":"en","type":"article","venue":"Science","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":true,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Alchemy; Artificial intelligence; Cognitive science; Rigour; Computer science; Engineering ethics; Data science; Epistemology; Psychology; Philosophy; Engineering; Art; Art history","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.02483961,0.0008632175,0.001619001,0.002719152,0.004855152,0.012936,0.002222718,0.007918667,0.01131232],"category_scores_gemma":[0.03944517,0.0005275601,0.001037237,0.001995127,0.0541042,0.03220433,0.006016414,0.01381225,0.004213161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004778586,"about_ca_system_score_gemma":0.005989382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008639398,"about_ca_topic_score_gemma":0.005383207,"domain_scores_codex":[0.9892197,0.004599359,0.0004846166,0.001243116,0.003646081,0.0008069872],"domain_scores_gemma":[0.9545131,0.03033591,0.002423655,0.004310204,0.00678991,0.00162716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001053016,0.00006220676,0.0007011943,0.0003014416,0.00007432136,0.00008761857,0.001286424,0.0003677303,0.0001970824,0.9215915,0.04970893,0.02551614],"study_design_scores_gemma":[0.00003266926,0.00002965461,0.0002924431,0.000206778,0.00001588891,0.00007103143,0.0007376087,0.0003308106,0.0001995969,0.8484762,0.149581,0.0000262972],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003606038,0.02875241,0.009796353,0.9010252,0.005651898,0.00002087012,0.0001456532,0.0001651036,0.05083646],"genre_scores_gemma":[0.3952509,0.04882283,0.01515052,0.4757008,0.0288298,0.0001788694,0.0003172347,0.000541167,0.03520788],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9951448,"threshold_uncertainty_score":0.131366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3920008284262603,"score_gpt":0.48992073823674,"score_spread":0.09791990981047966,"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."}}