{"id":"W7067935269","doi":"","title":"From Mind to Machine: An Embodied Approach to Image Creation with Generative AI","year":2024,"lang":"en","type":"dissertation","venue":"OCAD University Open Research Repository (OCAD University)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario College of Art and Design","funders":"","keywords":"Embodied cognition; Generative grammar; Perception; Sociocultural evolution; Process (computing); Cognitive robotics; Cognition; Set (abstract data type)","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":[0.001720532,0.0004392861,0.0002535334,0.0009013333,0.001454606,0.005774796,0.001287984,0.001368535,0.006749179],"category_scores_gemma":[0.003627196,0.0003487776,0.0008495697,0.0005122154,0.01128744,0.004976057,0.004459159,0.001488106,0.0007808659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001183301,"about_ca_system_score_gemma":0.0009614414,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007443503,"about_ca_topic_score_gemma":0.000972391,"domain_scores_codex":[0.9988415,0.0007223379,0.00003194681,0.0001411468,0.0001890712,0.00007405414],"domain_scores_gemma":[0.9984924,0.001082366,0.00007526275,0.0002046742,0.00007266741,0.00007277811],"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":[0.00003413469,0.00003018253,0.0003114953,0.0001626378,0.00001419381,0.000185179,0.01444296,0.004149559,0.002905123,0.9507295,0.001001072,0.02603386],"study_design_scores_gemma":[0.00004375483,0.00008499659,0.0005875643,0.0003033028,0.000034491,0.00055375,0.00641898,0.03164025,0.005358938,0.8378714,0.1170545,0.00004797917],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03063646,0.001668606,0.7839794,0.004028093,0.0001985196,0.000151852,0.00004602218,0.0002863556,0.1790048],"genre_scores_gemma":[0.6554578,0.001324692,0.316943,0.0005663419,0.00007756298,0.0002819246,0.00005842785,0.0001957443,0.02509443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006749179,"threshold_uncertainty_score":0.02257824,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06271386072181388,"score_gpt":0.286124815191159,"score_spread":0.2234109544693451,"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."}}