{"id":"W3011701972","doi":"10.1145/3343413.3377988","title":"Update Delivery Mechanisms for Prospective Information Needs","year":2020,"lang":"en","type":"article","venue":"","topic":"Personal Information Management and User Behavior","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Automatic summarization; Computer science; Mobile device; Push technology; World Wide Web; Information retrieval; Human–computer interaction","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01193318,0.0007544305,0.00071587,0.003348679,0.00134158,0.004541554,0.002000429,0.002186969,0.01664241],"category_scores_gemma":[0.09472401,0.0009474584,0.0007672259,0.001542773,0.001082846,0.009400326,0.002427285,0.001602485,0.001632187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001836242,"about_ca_system_score_gemma":0.001329103,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001458331,"about_ca_topic_score_gemma":0.0009066132,"domain_scores_codex":[0.9941162,0.003063474,0.0005992148,0.0006796748,0.001223433,0.0003180388],"domain_scores_gemma":[0.8978675,0.07460561,0.01093092,0.008381276,0.006452502,0.001762126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.006302318,0.003905177,0.1281569,0.003834439,0.0005679835,0.0008103464,0.02030994,0.007765624,0.02038224,0.1752779,0.0125866,0.6201005],"study_design_scores_gemma":[0.004467571,0.01295212,0.3609544,0.002171133,0.004315236,0.003936315,0.0218077,0.250753,0.03411285,0.2001394,0.1034086,0.0009816899],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8124377,0.003520378,0.122293,0.004557644,0.0001843207,0.002100578,0.0007488923,0.003808307,0.0503493],"genre_scores_gemma":[0.9691728,0.0003886207,0.02580247,0.0001977476,0.00009010416,0.0004049675,0.0002354974,0.00008993453,0.003617826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01664241,"threshold_uncertainty_score":0.06310946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2051535071104748,"score_gpt":0.383277538045793,"score_spread":0.1781240309353183,"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."}}