{"id":"W4210829371","doi":"10.22215/timreview566","title":"The Physical Internet and Business Model Innovation","year":2012,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Digital Innovation in Industries","field":"Business, Management and Accounting","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Business model; Business; The Internet; Process management; Industrial organization; Computer science; Marketing; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009214986,0.0002241312,0.0002333536,0.001079937,0.0002245217,0.0002505964,0.0003797386,0.0000900774,0.00002322578],"category_scores_gemma":[0.0004114977,0.0001696292,0.00001806755,0.01364915,0.000261855,0.001962039,0.0005422106,0.0002260217,0.0002218455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003982054,"about_ca_system_score_gemma":0.000009357888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003164338,"about_ca_topic_score_gemma":6.279789e-7,"domain_scores_codex":[0.9984695,0.000005330375,0.0006683703,0.0002444319,0.000265326,0.0003470702],"domain_scores_gemma":[0.9980637,0.00002193277,0.0005572376,0.000414449,0.0009387392,0.000003984549],"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":[0.000002482317,0.00004070663,0.001867862,0.0006176785,0.00002798637,3.441103e-7,0.000002702214,0.000002589523,0.00001537972,0.8162563,0.05043218,0.1307338],"study_design_scores_gemma":[0.000205299,0.000003986549,0.001439153,0.0006007339,0.00007412473,0.000003565075,0.00006768837,0.0009830357,0.0000429303,0.1071236,0.8891858,0.0002700897],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2761187,0.01744019,0.04243986,0.1444243,0.002071723,0.005337448,0.000007014718,0.003260228,0.5089005],"genre_scores_gemma":[0.9741029,0.002092309,0.0009435821,0.01650573,0.0005639485,0.0005322315,0.0001482563,0.00005256938,0.005058441],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8387536,"threshold_uncertainty_score":0.6917276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04295584317930398,"score_gpt":0.2822709950924892,"score_spread":0.2393151519131852,"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."}}