{"id":"W7065662218","doi":"","title":"Effect of Inventors’ Characteristics on Commercialization Potential of their Inventions: The Case of Nanotechnology in Canada","year":2021,"lang":"en","type":"dissertation","venue":"Spectrum Research Repository (Concordia University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Commercialization; Exploit; Trademark; Product (mathematics); Work (physics); Intellectual property; New product development; Complementary assets","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002675703,0.0003156697,0.0007549371,0.004218287,0.004494608,0.004788816,0.00189109,0.001087243,0.00518878],"category_scores_gemma":[0.01507889,0.0002467108,0.0009993293,0.008793972,0.001673415,0.001529327,0.001841059,0.001519881,0.000416558],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02656666,"about_ca_system_score_gemma":0.02799162,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.983036,"about_ca_topic_score_gemma":0.9805104,"domain_scores_codex":[0.9978806,0.0002937804,0.0001019293,0.0002940711,0.0005716456,0.000858014],"domain_scores_gemma":[0.981763,0.007894748,0.003116148,0.0006381192,0.003783817,0.002804091],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000170071,0.0001118897,0.9654388,0.00008630654,0.000182939,0.00185428,0.002473036,0.01016104,0.0003179769,0.005324608,0.002176205,0.01170284],"study_design_scores_gemma":[0.00006219623,0.00007776331,0.9292614,0.0001194049,0.0003479226,0.0004449004,0.01715406,0.04190525,0.0005512518,0.001700925,0.008278218,0.00009667488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919196,0.0006569544,0.0003150006,0.0008320917,0.000006621684,0.00003168041,0.00118482,0.00001410911,0.005039078],"genre_scores_gemma":[0.9969227,0.0004679902,0.0001869815,0.00003823539,0.000004802807,0.000009422999,0.0005924609,0.000004316625,0.001773174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9734333,"threshold_uncertainty_score":0.1927555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152656854110058,"score_gpt":0.258620617491617,"score_spread":0.2470940489505165,"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."}}