{"id":"W4250891577","doi":"10.32920/14649198.v1","title":"Entrepreneurial Foresight: Role of Foresight in Entrepreneurial Opportunity Recognition","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Futures studies; Entrepreneurship; Thematic analysis; Set (abstract data type); Process (computing); Knowledge management; Order (exchange); Qualitative research; Marketing; Business; Sociology; Computer science; Artificial intelligence; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004680927,0.000257766,0.0001710496,0.00121711,0.001953581,0.004543512,0.0003944508,0.0007208405,0.003106596],"category_scores_gemma":[0.01401339,0.0001779303,0.0003310655,0.001027962,0.003361698,0.004763267,0.002908668,0.001401512,0.000246134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001586923,"about_ca_system_score_gemma":0.003388674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002681685,"about_ca_topic_score_gemma":0.004026781,"domain_scores_codex":[0.9970241,0.00167972,0.0001196125,0.0002185757,0.0005333502,0.0004246776],"domain_scores_gemma":[0.9868046,0.007938317,0.002124929,0.0006595931,0.0009839172,0.001488544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003544777,0.0003301437,0.1303711,0.001037349,0.00009786417,0.004106913,0.2937988,0.001970217,0.006788894,0.2587263,0.00724305,0.2951748],"study_design_scores_gemma":[0.00004059407,0.0005451122,0.1732418,0.001861497,0.0001658553,0.004249102,0.3332911,0.004473135,0.005082435,0.2121905,0.2645412,0.0003177814],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7216364,0.005007613,0.04385256,0.0134146,0.000446233,0.0002134507,0.0002005171,0.0001339426,0.2150946],"genre_scores_gemma":[0.9921096,0.0007857357,0.003442255,0.0001326658,0.0000280961,0.00002074234,0.00002736796,0.00001295584,0.003440532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004680927,"threshold_uncertainty_score":0.02475542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03449944707368525,"score_gpt":0.2334817239813835,"score_spread":0.1989822769076982,"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."}}