{"id":"W4385869085","doi":"10.59962/9780774851329","title":"From UI to EI","year":2007,"lang":"kn","type":"book","venue":"University of British Columbia Press eBooks","topic":"Multimedia Communication and Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Geography","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004435742,0.0001892113,0.000716595,0.0001329431,0.0006912611,0.0001857726,0.002758195,0.001247988,0.002242708],"category_scores_gemma":[0.000105733,0.0005333473,0.0002824344,0.00007503085,0.002127932,0.00009134684,0.001244477,0.0007524999,0.0001353355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003407106,"about_ca_system_score_gemma":0.000542886,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9269065,"about_ca_topic_score_gemma":0.8987328,"domain_scores_codex":[0.9973906,0.000288545,0.0003940345,0.0006980165,0.00067988,0.0005489278],"domain_scores_gemma":[0.9971836,0.0004207845,0.0004804167,0.001033897,0.0004627568,0.0004185356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006373879,0.0002120046,0.0002700067,0.00007574455,0.000388893,0.0003466889,0.01343434,0.000001064295,0.00004346231,0.003274444,0.499824,0.4820656],"study_design_scores_gemma":[0.000782676,0.00007323149,0.001231693,0.0005510044,0.0001559021,0.000003410575,0.003628823,0.00002023712,0.000006717519,0.001360748,0.9916982,0.0004873417],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01432862,0.0003445779,0.0002257983,0.0001287363,0.0004922635,0.001007986,0.001455763,0.000249741,0.9817665],"genre_scores_gemma":[0.02576107,0.0007585016,0.003531784,0.0001717252,0.0002165348,0.000001203122,0.0001121665,0.00003517833,0.9694118],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4918742,"threshold_uncertainty_score":0.9997118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02627836734252828,"score_gpt":0.2411057463057947,"score_spread":0.2148273789632664,"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."}}