{"id":"W4250998007","doi":"10.1007/978-1-4614-6170-8_100970","title":"User Action","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Action (physics); Computer science; Physics","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":["insufficient_payload"],"category_scores_codex":[0.00008642107,0.0002049794,0.0001665188,0.0002969766,0.00006253554,0.0005523802,0.0001532532,0.0002504677,0.008964321],"category_scores_gemma":[0.0000343854,0.0001899737,0.00006122877,0.00005585706,0.00004970828,0.0008188515,0.0001159278,0.000193456,0.01166601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002525748,"about_ca_system_score_gemma":0.00001095446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002866127,"about_ca_topic_score_gemma":0.00001926422,"domain_scores_codex":[0.9992009,3.384438e-7,0.000247049,0.0002108146,0.000223336,0.0001174977],"domain_scores_gemma":[0.999229,0.00001627195,0.0002703762,0.0002321558,0.0002483907,0.000003857573],"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":[0.0000018452,0.00000143832,0.00002763125,0.00002746546,0.00001105228,5.818415e-7,1.823659e-7,8.317244e-7,9.144536e-7,0.6357808,0.3541749,0.009972447],"study_design_scores_gemma":[0.00006551355,0.000001774958,0.00003263354,0.00004500077,0.00001953128,5.167977e-7,0.00000397041,0.00001339954,0.00000657546,0.0610169,0.9385721,0.0002220756],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00002219882,0.000004486389,0.0007123017,0.0007041908,0.0009962621,0.0001110021,0.00000154278,0.0002915936,0.9971564],"genre_scores_gemma":[0.003531075,0.0000016037,0.00003189763,0.004116573,0.003459131,0.00000492809,0.0001254563,0.00005819762,0.9886711],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5843973,"threshold_uncertainty_score":0.9919416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06506124306713373,"score_gpt":0.2422477010511296,"score_spread":0.1771864579839959,"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."}}