{"id":"W7131364713","doi":"10.37137/1416-015-001-007","title":"Modelling The Process Of Valorization Of University Research Within Emerging Innovation Ecosystems:, A Comparative Study Between Algeria And Canada","year":2025,"lang":"","type":"article","venue":"","topic":"University-Industry-Government Innovation Models","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Process (computing); Work (physics); Government (linguistics); Production (economics); Sustainability","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":[0.002981635,0.0002225961,0.000466585,0.00112565,0.0007829238,0.0001170585,0.0004951034,0.0001502331,0.00005014764],"category_scores_gemma":[0.0001052677,0.0002147347,0.00002230958,0.007698947,0.0001593061,0.001357639,0.0004648272,0.0005780708,5.551751e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003824865,"about_ca_system_score_gemma":0.0009888213,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.52668,"about_ca_topic_score_gemma":0.1509736,"domain_scores_codex":[0.9970788,0.0002315049,0.0008735097,0.0004294789,0.001121221,0.0002655363],"domain_scores_gemma":[0.994207,0.0002915718,0.001085242,0.0003079855,0.004096884,0.00001136733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004099584,0.000386051,0.5447605,0.001746957,0.0008659018,0.00000362042,0.006712552,0.2405187,0.0002851134,0.2029928,0.001192835,0.0001250254],"study_design_scores_gemma":[0.00155614,0.0000516252,0.005238569,0.0004988111,0.0003029929,7.883123e-8,0.2554646,0.7338289,0.0008624334,0.001146096,0.0007840263,0.0002657919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9589282,0.00001194311,0.02980104,0.0007061407,0.000170221,0.001446757,0.00002217717,0.00001407717,0.008899456],"genre_scores_gemma":[0.9985016,0.000002934447,0.0000560326,0.00003218152,0.00007401909,0.000001799755,0.0000292907,0.000009792671,0.001292348],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5395219,"threshold_uncertainty_score":0.8756626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07557614306439933,"score_gpt":0.2979670814139803,"score_spread":0.2223909383495809,"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."}}