{"id":"W4386543511","doi":"10.7146/pl.v14i2.135876","title":"Symbolic forms and cognition","year":2023,"lang":"en","type":"article","venue":"Psyke & Logos","topic":"Design Education and Practice","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"","keywords":"Task (project management); Matching (statistics); Recall; Cognition; Degree (music); Cognitive psychology; Psychology; Computer science; Mathematics; Statistics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00008233495,0.00004348411,0.0000409785,0.00005391231,0.00002880521,0.00002398436,0.00002533137,0.00002608381,0.0001275903],"category_scores_gemma":[0.00003012896,0.00004256085,0.000009153062,0.0001436902,0.000007791135,0.0001167868,0.000005280317,0.00005614978,0.001150418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005988591,"about_ca_system_score_gemma":0.000004524727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002132394,"about_ca_topic_score_gemma":0.000002388331,"domain_scores_codex":[0.9997432,0.000006971779,0.00005466532,0.0000550167,0.00004325624,0.00009689514],"domain_scores_gemma":[0.9998249,0.00005887436,0.000007187009,0.00006007576,0.00001057201,0.00003838115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000376292,0.0001098653,0.004345171,0.0005638813,0.0002148162,0.0000240813,0.008942888,0.001041768,0.04432283,0.02353964,0.402106,0.5147514],"study_design_scores_gemma":[0.0008061986,0.0000556138,0.1105323,0.00004539065,0.00007849931,0.0000777916,0.00149641,0.02187942,0.005162886,0.01735152,0.8419832,0.0005307791],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7073362,0.0004446215,0.0027407,0.001541757,0.001795155,0.0003111371,0.00001342029,0.001715697,0.2841013],"genre_scores_gemma":[0.9986386,0.0002172807,0.00007288954,0.0001551807,0.00009092711,0.00002138992,0.0000178267,0.00001200955,0.0007738874],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5142206,"threshold_uncertainty_score":0.9996273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02081356594421308,"score_gpt":0.2628418523827062,"score_spread":0.2420282864384931,"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."}}