{"id":"W4400440280","doi":"10.5465/amproc.2024.305bp","title":"Addressing Grand Challenges Through the Entrepreneurial Capabilities of Commercialization Postdocs","year":2024,"lang":"en","type":"article","venue":"Academy of Management Proceedings","topic":"Science, Research, and Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Mitacs; Simon Fraser University; University of the Fraser Valley","funders":"","keywords":"Commercialization; Grand Challenges; Business; Political science; Marketing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008095747,0.0001188767,0.0002510349,0.0001790709,0.00007574155,0.00002565632,0.0002311897,0.00007201195,0.00006082783],"category_scores_gemma":[0.0001107868,0.00007488285,0.00007583432,0.0004081926,0.000489715,0.0002756955,0.0001253425,0.0002078019,0.00000339692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002653878,"about_ca_system_score_gemma":0.00002133061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001859181,"about_ca_topic_score_gemma":5.303442e-7,"domain_scores_codex":[0.9983714,0.00001437753,0.0003375854,0.0002808193,0.0007608542,0.0002349791],"domain_scores_gemma":[0.9995998,0.0000981937,0.00008775615,0.00007708021,0.00008494456,0.00005220923],"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":[0.0004931241,0.0003331074,0.003560491,0.01996524,0.0006239955,0.00001480811,0.0587672,0.00000533855,0.01026618,0.4958435,0.04604801,0.3640791],"study_design_scores_gemma":[0.007211392,0.001739987,0.09213764,0.01371376,0.002218693,0.0001197187,0.07687877,0.002011098,0.1145378,0.04595767,0.6427601,0.0007133994],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7557698,0.02173821,0.0001669013,0.07213596,0.0004768158,0.002039129,0.00000739474,0.0001819988,0.1474838],"genre_scores_gemma":[0.987166,0.01048893,0.0001903726,0.0004961248,0.0003133097,0.00002782907,0.000002661546,0.00001434993,0.001300399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5967121,"threshold_uncertainty_score":0.3053634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1393413941514069,"score_gpt":0.3865664006867452,"score_spread":0.2472250065353384,"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."}}