{"id":"W2131384871","doi":"10.1139/l05-128","title":"The innovation process: adoption of information and communication technology for the construction industry","year":2006,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Construction Project Management and Performance","field":"Decision Sciences","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Information and Communications Technology; Process (computing); Relevance (law); Macro; Knowledge management; Relation (database); Information technology; Key (lock); Computer science; Process management; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001333211,0.00004344417,0.00006947929,0.0006971299,0.0002228695,0.0001276077,0.0002377001,0.00006752032,0.000008799479],"category_scores_gemma":[0.0007477353,0.00002731944,0.0000176758,0.001026585,0.0001139516,0.0006128788,0.000008893619,0.0001788544,4.227085e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002999512,"about_ca_system_score_gemma":0.0001811034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008858313,"about_ca_topic_score_gemma":0.006553835,"domain_scores_codex":[0.999198,0.000009488524,0.0005166783,0.00003164569,0.0001626747,0.00008157718],"domain_scores_gemma":[0.9984328,0.0002131543,0.0004690134,0.0001276414,0.00073817,0.00001925153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000324984,0.000003509373,0.0673167,0.00005313463,0.00004717155,2.58565e-7,0.0005947365,0.07944817,0.000168599,0.3699589,0.003735742,0.4786406],"study_design_scores_gemma":[0.001448085,0.0001764291,0.1169513,0.0002634301,0.00008010748,0.0003430507,0.01345991,0.1419433,0.00126498,0.1162692,0.6074814,0.0003188051],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.794543,0.001525251,0.1940144,0.006966426,0.0009941718,0.0004315801,0.00001041591,0.00001584375,0.001498902],"genre_scores_gemma":[0.9992843,0.00003819048,0.0005951311,0.00001198177,0.00004106118,0.000005529707,0.000001525456,0.000002043507,0.00002025621],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6037457,"threshold_uncertainty_score":0.3657194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946262810800807,"score_gpt":0.2615055206095585,"score_spread":0.2420428925015504,"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."}}