{"id":"W4402996623","doi":"10.56397/saa.2024.09.03","title":"Aesthetic Study of Spatial Design in Denis Villeneuve’s Films","year":2024,"lang":"en","type":"article","venue":"Studies in Art and Architecture","topic":"Digital Media and Visual Art","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art; Aesthetics; Architectural engineering; Art history; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005742602,0.0003347745,0.0001879778,0.0008748806,0.008666799,0.006498874,0.0004688122,0.0008592309,0.004863797],"category_scores_gemma":[0.001623156,0.0002263234,0.0002040177,0.0008150575,0.009997601,0.001349609,0.001927349,0.001593065,0.0001981347],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007398033,"about_ca_system_score_gemma":0.001701565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1407139,"about_ca_topic_score_gemma":0.3383144,"domain_scores_codex":[0.999163,0.0004536303,0.000009142408,0.00007828978,0.0001746344,0.0001212319],"domain_scores_gemma":[0.9995352,0.0002562807,0.0000271626,0.00003772405,0.0000636578,0.00008001001],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009742666,0.00003927865,0.001834216,0.0001740003,0.00002110714,0.002075808,0.5382727,0.001027815,0.006541388,0.3835328,0.031485,0.03489848],"study_design_scores_gemma":[0.000009312277,0.00002411711,0.004417761,0.0001863228,0.00001015741,0.001042961,0.1574281,0.0004525653,0.00138795,0.007093653,0.8279121,0.00003508433],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3295882,0.004518271,0.004867966,0.009477588,0.0005594364,0.0000339677,0.0001064757,0.00009125378,0.6507568],"genre_scores_gemma":[0.9559514,0.0008616724,0.001230542,0.0003100607,0.00004579396,0.00001055214,0.00002416189,0.00006266471,0.04150313],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1407139,"threshold_uncertainty_score":0.2797896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03981025653566275,"score_gpt":0.3202118616008042,"score_spread":0.2804016050651414,"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."}}