{"id":"W4312213888","doi":"10.31234/osf.io/a95gu","title":"How to get from ‘AI Tools’ to ‘AI Selves’","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Origins and Evolution of Life","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Creativity; Task (project management); Epistemology; Cognitive science; Transformation (genetics); Architecture; Sociology; Computer science; Psychology; Artificial intelligence; Social psychology; Philosophy; Engineering; Art; Visual arts","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":[0.004747973,0.0007655793,0.0004483517,0.001259515,0.003393687,0.01296706,0.001395379,0.004374112,0.01600943],"category_scores_gemma":[0.01538787,0.0005520404,0.0006245998,0.0008894047,0.02538077,0.02793187,0.003953257,0.007218349,0.009830789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001838511,"about_ca_system_score_gemma":0.001971034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002711311,"about_ca_topic_score_gemma":0.002444969,"domain_scores_codex":[0.9969907,0.001484646,0.0001378672,0.0005485886,0.0005996677,0.0002384204],"domain_scores_gemma":[0.9948545,0.002270111,0.0002516385,0.001145822,0.0008795082,0.0005984133],"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":[0.00001352671,0.00002029788,0.0002783897,0.000101697,0.00001635557,0.00005594904,0.004100636,0.0005311034,0.0003930664,0.9355889,0.01808252,0.04081753],"study_design_scores_gemma":[0.00000788888,0.0000105023,0.0001403489,0.00009959634,0.000005836205,0.0001167698,0.001367981,0.0008511991,0.000478311,0.8727289,0.1241712,0.0000214842],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.01491161,0.01179103,0.3876696,0.2693329,0.003770543,0.0001275346,0.0001941774,0.001906928,0.3102956],"genre_scores_gemma":[0.5523579,0.01110404,0.2863907,0.01869916,0.001132616,0.0002974661,0.0003045517,0.002418353,0.1272953],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.01600943,"threshold_uncertainty_score":0.05355686,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284780503041739,"score_gpt":0.2770376315671504,"score_spread":0.254189826536733,"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."}}