{"id":"W4408721471","doi":"10.1108/s0733-558x20250000092004","title":"Toward a Shared Agenda for Necessity Entrepreneurship Research: Definitions, Theories, and Perspectives","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Entrepreneurship; Sociology; Epistemology; Engineering ethics; Management science; Political science; Economics; Engineering; Philosophy; Law","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":[0.0451208,0.001637731,0.002997457,0.01336554,0.005275575,0.02316207,0.004775467,0.008889697,0.005476433],"category_scores_gemma":[0.02645299,0.0007291909,0.001424789,0.008544408,0.05686453,0.04922738,0.0163947,0.01929478,0.0009201492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00827276,"about_ca_system_score_gemma":0.01097008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00126574,"about_ca_topic_score_gemma":0.001456259,"domain_scores_codex":[0.9824923,0.01287184,0.0007783936,0.001598497,0.001707597,0.0005512362],"domain_scores_gemma":[0.9521052,0.03683472,0.001909481,0.002817649,0.003921316,0.002411501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005522617,0.0000206258,0.0001912384,0.0002593766,0.000007603556,0.00004075171,0.003824718,0.0001591764,0.00003998336,0.9869193,0.002303845,0.006228013],"study_design_scores_gemma":[0.000004322103,0.000009399843,0.000167206,0.001226303,0.000006118076,0.00005674348,0.007633956,0.0005452649,0.0000414932,0.9549479,0.03534953,0.00001186487],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01380733,0.1690313,0.1878746,0.5678611,0.006059961,0.0002597145,0.0002575933,0.0001737663,0.05467464],"genre_scores_gemma":[0.6086473,0.1762723,0.1439155,0.04873651,0.01132591,0.002062583,0.0005517614,0.0003137771,0.008174271],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0451208,"threshold_uncertainty_score":0.2386245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2291105402516371,"score_gpt":0.3163888733304172,"score_spread":0.08727833307878013,"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."}}