{"id":"W7124727584","doi":"10.65106/apubs.2007.2553","title":"Digital design and student learning through videoconference collaboration","year":2007,"lang":"","type":"article","venue":"ASCILITE Publications","topic":"Art, Technology, and Culture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Videoconferencing; Curriculum; Distance education; Digital media; Teleconference; Architecture; Test (biology); Action (physics); Educational technology","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":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0006549835,0.0002888794,0.0002463743,0.0001714432,0.001958208,0.002616887,0.0003442253,0.0002344883,0.0006589571],"category_scores_gemma":[0.000411007,0.0002758776,0.00006346476,0.0003005344,0.000863722,0.002620558,0.0001669533,0.0004597974,0.0001428759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009778044,"about_ca_system_score_gemma":0.0001719944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005025786,"about_ca_topic_score_gemma":0.0007595478,"domain_scores_codex":[0.9979541,0.00008067796,0.0005660714,0.0005750744,0.0003238329,0.0005002496],"domain_scores_gemma":[0.9978687,0.0002880034,0.000262672,0.0004431253,0.0009933282,0.000144127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002124694,0.0003582886,0.004361413,0.00002633475,0.0001371884,0.000001672207,0.1090188,0.00003058504,0.00008839674,0.836862,0.01102618,0.03806788],"study_design_scores_gemma":[0.0003026674,0.000196635,0.00496957,0.00002623228,0.00006374062,0.000006110944,0.08651112,0.0001688035,0.00005095482,0.007086521,0.9003057,0.0003118839],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.05627629,0.01199651,0.1937028,0.03659328,0.0009004048,0.003652526,0.0004230134,0.001488635,0.6949666],"genre_scores_gemma":[0.9402062,0.0006375112,0.0008435841,0.000275373,0.000301571,0.0001032595,0.0001913095,0.00002411117,0.05741707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8892796,"threshold_uncertainty_score":0.9999694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03744786053069597,"score_gpt":0.2880523096133928,"score_spread":0.2506044490826969,"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."}}