{"id":"W3148891470","doi":"","title":"A benchmark analysis of Canadian clean technology commercialization accelerators","year":2012,"lang":"en","type":"article","venue":"Portland International Conference on Management of Engineering and Technology","topic":"Technology Assessment and Management","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Commercialization; Benchmark (surveying); Computer science; Business; Geography; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.00009984428,0.0001378619,0.0002373369,0.006003546,0.00002360558,0.000008288231,0.0002521437,0.0001540689,0.00009442619],"category_scores_gemma":[0.000007156756,0.0001469255,0.00003349951,0.001930983,0.00006306792,0.00008389859,0.00007182176,0.0001252608,0.000001584027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003959025,"about_ca_system_score_gemma":0.00000534374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001390362,"about_ca_topic_score_gemma":0.000300989,"domain_scores_codex":[0.9992679,0.000002776428,0.0002594794,0.0001288496,0.0001143506,0.0002266973],"domain_scores_gemma":[0.9996237,0.000006550972,0.00006332005,0.0001983062,0.00006148444,0.00004666423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002913182,0.00004038225,0.05517817,0.00005298126,0.001633707,0.000003479038,0.00002597597,0.002098334,0.0004376444,0.9212719,0.0002199962,0.01903449],"study_design_scores_gemma":[0.002723764,0.0006070643,0.4401315,0.0007469846,0.003527246,0.00001475136,0.004715933,0.4047601,0.02541771,0.007925664,0.1072633,0.002165982],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9430347,0.0003157083,0.008334311,0.001385814,0.0006854973,0.0002768734,0.00003972705,0.0005676278,0.04535976],"genre_scores_gemma":[0.9976886,0.0008841199,0.001260495,0.00000833272,0.00000934778,0.00002715533,0.00005593619,0.00001169159,0.00005430536],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9133463,"threshold_uncertainty_score":0.5991448,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756202660538361,"score_gpt":0.2430145363446101,"score_spread":0.2254525097392265,"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."}}