{"id":"W2784452605","doi":"10.1145/3173574.3173645","title":"TaskCam","year":2018,"lang":"en","type":"article","venue":"","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Engineering and Physical Sciences Research Council","keywords":"Computer science; Studio; Focus (optics); Human–computer interaction; Interaction design; Multimedia; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006775054,0.00003793798,0.00003283453,0.00008776448,0.0000665714,0.00003268516,0.0003926622,0.00003207534,0.0002729716],"category_scores_gemma":[0.00001953425,0.00003183187,0.000009501739,0.000268016,0.00007263844,0.0003325341,0.0001225563,0.00006336105,0.002448664],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001809431,"about_ca_system_score_gemma":0.000009573876,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005101815,"about_ca_topic_score_gemma":0.000008410057,"domain_scores_codex":[0.9996312,0.000007832862,0.00006576782,0.0001375583,0.00005801142,0.00009962293],"domain_scores_gemma":[0.999539,0.00001008493,0.00002376355,0.0002883195,0.0001302148,0.00000866014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[5.551581e-7,0.00001000888,0.0001151018,2.754481e-7,0.000003258419,0.000001536753,0.00008975147,2.970254e-8,0.007268496,0.9550183,0.01877813,0.01871456],"study_design_scores_gemma":[0.0002212731,0.0003778507,0.006138739,0.000006903726,0.000001298689,0.00007219579,0.00004518012,0.01219461,0.6282465,0.08651808,0.2659483,0.0002290246],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.031199,0.000001406064,0.7752656,0.001706042,0.0005507856,0.0000295132,5.548195e-8,0.0004145732,0.1908331],"genre_scores_gemma":[0.9462377,1.396521e-7,0.04899988,0.001181416,0.00008317814,0.000003184026,1.708832e-7,0.00000187137,0.003492416],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9150388,"threshold_uncertainty_score":0.998328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01356949174478475,"score_gpt":0.2777949733386841,"score_spread":0.2642254815938994,"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."}}