{"id":"W4243375902","doi":"10.22215/timreview1031","title":"Empowering Local Tourism Providers to Innovate through a Living Lab Process: Does Scale Matter?","year":2016,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Innovative Approaches in Technology and Social Development","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"Ministère de l'Éducation et de l'Enseignement supérieur","keywords":"Tourism; Scale (ratio); Business; Process (computing); Marketing; Process management; Environmental economics; Computer science; Political science; Economics; Geography; Cartography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.02248595,0.0003175155,0.0004112214,0.0004216095,0.0009310574,0.003730504,0.001823353,0.001139882,0.01442026],"category_scores_gemma":[0.02659799,0.0001741851,0.0005064112,0.0007019904,0.002000192,0.002867395,0.002685964,0.001225339,0.001736033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002172622,"about_ca_system_score_gemma":0.004349426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001227217,"about_ca_topic_score_gemma":0.002464274,"domain_scores_codex":[0.9885206,0.007645745,0.0003278821,0.0005960034,0.002315976,0.0005938362],"domain_scores_gemma":[0.9616465,0.0270401,0.003501718,0.001469385,0.004712119,0.001630176],"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":[0.001058582,0.002149927,0.0108117,0.01209874,0.0001535425,0.0002563063,0.006284861,0.0007523985,0.004541015,0.02131928,0.023586,0.9169877],"study_design_scores_gemma":[0.001385209,0.01695051,0.1075983,0.0263609,0.001406519,0.001485931,0.03645336,0.003036286,0.02717692,0.04166256,0.7361782,0.0003053451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5168017,0.1920741,0.02871456,0.06311014,0.001278049,0.004706073,0.000573378,0.0005204764,0.1922216],"genre_scores_gemma":[0.9143392,0.0492162,0.01309291,0.008245702,0.0005631592,0.002999274,0.0002764477,0.00007804059,0.01118902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02248595,"threshold_uncertainty_score":0.1189185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01462465628674782,"score_gpt":0.2810714452632489,"score_spread":0.2664467889765011,"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."}}