{"id":"W7034630195","doi":"","title":"Validation of a web mining technique to measure innovation in high technology Canadian industries","year":2016,"lang":"en","type":"other","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Diaspora, migration, transnational identity","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Measure (data warehouse); Key (lock); The Internet; Field (mathematics); Web mining","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001945489,0.0003472892,0.0005033059,0.008252188,0.000194894,0.00009968139,0.0007478287,0.001618298,0.0005509292],"category_scores_gemma":[0.001478117,0.00038759,0.00006214441,0.005100838,0.0002873469,0.0003799737,0.00006376395,0.0004203733,0.00002762105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002051659,"about_ca_system_score_gemma":0.004825361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7683631,"about_ca_topic_score_gemma":0.9739184,"domain_scores_codex":[0.9970529,0.0002459081,0.0007861272,0.0005035312,0.0007228397,0.0006886947],"domain_scores_gemma":[0.9979926,0.00008146556,0.000582541,0.0005287325,0.0005897923,0.0002248221],"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":[0.00003680144,0.0001655504,0.1298075,0.00007270554,0.00009038171,0.00002944236,0.001611051,0.00007157035,0.006479389,0.719487,0.1267817,0.01536683],"study_design_scores_gemma":[0.001738897,0.0002612536,0.0288945,0.003227248,0.0001404445,0.0000183098,0.003370579,0.00006735754,0.03652534,0.038464,0.8844529,0.002839211],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.165301,0.001429126,0.2749986,0.1227503,0.001637476,0.02032232,0.003369595,0.005414132,0.4047774],"genre_scores_gemma":[0.8894022,0.0001652591,0.02592913,0.0006061925,0.0003227984,0.001997975,0.0002068166,0.0003600312,0.08100956],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7576712,"threshold_uncertainty_score":0.9998576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01743191641231515,"score_gpt":0.2641938956922115,"score_spread":0.2467619792798963,"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."}}