{"id":"W4234366696","doi":"10.1002/9781118785317.weom030077","title":"Opportunity Identification","year":2015,"lang":"en","type":"other","venue":"Wiley Encyclopedia of Management","topic":"Entrepreneurship Studies and Influences","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Extant taxon; Identification (biology); Key (lock); Data science; Entrepreneurship; Management science; Empirical research; Sociology; Engineering ethics; Epistemology; Political science; Computer science; Engineering; Biology; Ecology; Evolutionary biology","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":[0.002279017,0.000565474,0.0003951227,0.004754392,0.00228773,0.005840869,0.001151723,0.0008903035,0.05130169],"category_scores_gemma":[0.01426258,0.0002343632,0.0005994327,0.002729742,0.001622446,0.005597121,0.00734357,0.001436396,0.00603153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001661017,"about_ca_system_score_gemma":0.002883095,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001988397,"about_ca_topic_score_gemma":0.002099,"domain_scores_codex":[0.9972144,0.0007085514,0.000167884,0.0005275454,0.0009703859,0.0004112871],"domain_scores_gemma":[0.9942274,0.002181459,0.0008605726,0.0008421521,0.001321162,0.0005672199],"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":[0.0001924794,0.0001206761,0.02502177,0.0007117207,0.00004710586,0.001041177,0.008903992,0.000729599,0.001176735,0.5262919,0.02895039,0.4068125],"study_design_scores_gemma":[0.00002460849,0.0001382647,0.03072634,0.00176493,0.00008591344,0.002453856,0.02089653,0.003489108,0.00370901,0.2486423,0.6879634,0.0001056798],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0831763,0.002645157,0.09119939,0.004641976,0.0009449224,0.0007279854,0.002111335,0.0002970826,0.8142558],"genre_scores_gemma":[0.8351259,0.00246744,0.04714649,0.0008247884,0.000330138,0.0005026328,0.003040734,0.0001929363,0.110369],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05130169,"threshold_uncertainty_score":0.1716213,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02159572774949528,"score_gpt":0.2403751118838728,"score_spread":0.2187793841343775,"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."}}