{"id":"W3121843847","doi":"10.2501/jar-51-1-072-086","title":"Instant innovation: From zero to full speed in fifteen years - How online offerings have reshaped marketing research","year":2011,"lang":"en","type":"article","venue":"Swinburne Research Bank (Swinburne University of Technology)","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Futures studies; Instant; The Internet; Field (mathematics); Domain (mathematical analysis); Zero (linguistics); Computer science; Sociology; Data science; Marketing; Knowledge management; Business; World Wide Web; Artificial intelligence; Mathematics","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":["metaepi_narrow","open_science","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007574137,0.0003103756,0.0005914327,0.009698525,0.0004957527,0.0001407194,0.0055442,0.0005835437,0.0003212614],"category_scores_gemma":[0.00417733,0.0003891353,0.0000943648,0.02002854,0.001188142,0.001047166,0.005601798,0.002877659,0.00009996764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008056781,"about_ca_system_score_gemma":0.0007356301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002867178,"about_ca_topic_score_gemma":0.001041032,"domain_scores_codex":[0.9940056,0.0005980087,0.000625613,0.001343217,0.001823266,0.001604251],"domain_scores_gemma":[0.9938053,0.0007095619,0.0002381766,0.002170703,0.002869208,0.0002069836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003224069,0.004266168,0.2437259,0.0002472184,0.0007600601,0.005709966,0.03190435,0.0000913301,0.1036379,0.2520481,0.04094339,0.3134416],"study_design_scores_gemma":[0.009553318,0.003696573,0.5204552,0.002564287,0.00004166493,0.00006923121,0.04543468,0.005484036,0.01676155,0.1547153,0.2384866,0.00273754],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9697855,0.0001083725,0.01219296,0.01192299,0.00008952174,0.001075758,0.00006517796,0.0004155861,0.004344189],"genre_scores_gemma":[0.9126378,0.00006027742,0.08539481,0.0000566622,0.00003615152,0.000004253927,0.00002842641,0.00003591369,0.001745692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3107041,"threshold_uncertainty_score":0.9998561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.126460611401962,"score_gpt":0.3244076784339142,"score_spread":0.1979470670319522,"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."}}