{"id":"W4392945661","doi":"10.1109/ictbig59752.2023.10455765","title":"Revolutionizing Wood Finishes: Innovative Marketing Strategies in Architecture and Interior Design","year":2023,"lang":"en","type":"article","venue":"","topic":"Architecture, Design, and Social History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architecture; Architectural engineering; Computer science; Engineering; Manufacturing engineering; Visual arts; Art","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006863624,0.000151603,0.0001927731,0.000302006,0.0004374217,0.0001010995,0.0001015045,0.00005371446,0.0003120372],"category_scores_gemma":[0.000142971,0.0001316402,0.00003132612,0.0002023894,0.0003544166,0.0001702175,0.00005816728,0.0002554418,0.00002440922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005042549,"about_ca_system_score_gemma":0.00009512078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002067428,"about_ca_topic_score_gemma":0.002511197,"domain_scores_codex":[0.9989043,0.0002395941,0.0002362845,0.0002287138,0.0001173686,0.0002737042],"domain_scores_gemma":[0.9993459,0.0004050924,0.00006009277,0.00009194257,0.00006337158,0.00003363085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002741803,0.00003614164,0.0003571659,0.0002412336,0.00007126277,0.00006290038,0.7295582,0.0002126015,0.0008932786,0.205714,0.0190807,0.04349828],"study_design_scores_gemma":[0.001830612,0.0005699528,0.01343403,0.0009178212,0.00003845766,0.00001760157,0.4950967,0.001624468,0.0002133006,0.1270184,0.3574622,0.001776509],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5014724,0.001595902,0.01449194,0.001124549,0.0009518327,0.001000926,0.0000281082,0.001026561,0.4783078],"genre_scores_gemma":[0.9898832,0.00006339912,0.00135584,0.0002165913,0.0002961587,0.00003558257,0.000007975143,0.00002514709,0.008116049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4884108,"threshold_uncertainty_score":0.5368131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04442391681586214,"score_gpt":0.2424208194084056,"score_spread":0.1979969025925434,"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."}}