{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001099175,0.0003474222,0.0004238656,0.0001132844,0.0001695718,0.0006255845,0.0005803688,0.00008764016,0.02163875],"category_scores_gemma":[0.000007878348,0.0003438215,0.0002694296,0.0001461666,0.00001167847,0.0001272585,0.001638235,0.0006908473,0.0005369191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001138279,"about_ca_system_score_gemma":0.0002494214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003874974,"about_ca_topic_score_gemma":0.00004115878,"domain_scores_codex":[0.9981875,0.00004859517,0.0002667843,0.0007517041,0.0003580769,0.0003872802],"domain_scores_gemma":[0.9985902,0.00003947344,0.00008286065,0.0008300281,0.00008605325,0.0003714202],"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":[0.00002421714,0.0001661355,0.02539284,0.00001425283,0.0002505794,0.000002921915,0.0004840745,0.00282357,0.0001287388,0.04699394,0.9152017,0.008516981],"study_design_scores_gemma":[0.0001681273,0.0000428843,0.004169338,0.00002053764,0.00002931096,6.175639e-8,0.000516447,0.0001976523,0.0002909545,0.006493079,0.9875793,0.0004923203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3747044,0.0000907612,0.2267487,0.1391733,0.007915521,0.002291116,0.01302321,0.0005056142,0.2355475],"genre_scores_gemma":[0.9041755,0.000001809399,0.00868175,0.007814921,0.003924305,0.0003640427,0.001415708,0.00006764711,0.07355429],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5294712,"threshold_uncertainty_score":0.9999014,"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."}}