{"id":"W2053077046","doi":"10.1145/2466627.2481229","title":"Dreaming machine #3 (prototype 2)","year":2013,"lang":"en","type":"article","venue":"","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Generative grammar; Computer science; Perception; Associative property; Generative model; Artificial intelligence; Human–computer interaction; Computer vision; Cognitive science; Psychology; Mathematics","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":[0.0007329992,0.0004789666,0.0002639828,0.0003843199,0.0008479854,0.001959285,0.001441242,0.001148139,0.0335303],"category_scores_gemma":[0.001185,0.0003156372,0.000716961,0.0001811391,0.001373625,0.002038929,0.002487851,0.001163734,0.005824022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004708493,"about_ca_system_score_gemma":0.0008874992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001213408,"about_ca_topic_score_gemma":0.001797086,"domain_scores_codex":[0.9996307,0.00007830955,0.00001588353,0.00006898571,0.0001349709,0.00007117162],"domain_scores_gemma":[0.9994723,0.00008793207,0.00001488882,0.0001497818,0.0001004682,0.000174645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001713821,0.0005873563,0.003545534,0.001645918,0.00005276963,0.002433475,0.01871144,0.005431922,0.0706441,0.2228917,0.1432092,0.5291327],"study_design_scores_gemma":[0.0002069441,0.001401228,0.003888637,0.0002312269,0.00004468572,0.004316265,0.00364332,0.008204419,0.03766704,0.02981893,0.9103795,0.0001978841],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1975959,0.001142072,0.3355899,0.005460532,0.001986127,0.001864366,0.002482154,0.01399348,0.4398855],"genre_scores_gemma":[0.5306957,0.0006709734,0.2500816,0.001329954,0.0001223689,0.0009411048,0.001768671,0.001269981,0.2131197],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0335303,"threshold_uncertainty_score":0.11217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02812224266412771,"score_gpt":0.3434444474150942,"score_spread":0.3153222047509665,"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."}}