{"id":"W3163870132","doi":"10.1080/02681102.2021.1920874","title":"Frugal innovation and digital effectuation for development: the case of Lucia","year":2021,"lang":"en","type":"article","venue":"Information Technology for Development","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal","funders":"","keywords":"Entrepreneurship; Knowledge management; Business; Resource (disambiguation); Scale (ratio); Business model; Sociology; Marketing; Computer 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005568553,0.0001332467,0.0001568132,0.0005895491,0.0004271214,0.0001873651,0.0001094192,0.0001323639,0.00001856609],"category_scores_gemma":[0.000406902,0.0001163468,0.00002302272,0.0007117307,0.0000644916,0.001312249,0.0001212902,0.00006864038,0.0000299168],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008698637,"about_ca_system_score_gemma":0.0002254989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001718664,"about_ca_topic_score_gemma":0.00001219356,"domain_scores_codex":[0.9988384,0.000001815116,0.0007695356,0.0001294805,0.00008337589,0.0001774427],"domain_scores_gemma":[0.9984716,0.00005999897,0.0004629937,0.0001164558,0.0008844714,0.0000044743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002288822,0.00002457502,0.001141152,0.0002969967,0.00007018672,0.000001265352,0.0009099846,0.000007408767,0.00006793133,0.4150802,0.001590012,0.5807874],"study_design_scores_gemma":[0.001755514,0.00001110452,0.002875309,0.00004772719,0.00001707204,0.00006034768,0.002942182,0.001286956,0.01520065,0.01547673,0.9600034,0.0003230248],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8874545,0.0000178852,0.1078339,0.001892395,0.0003293443,0.0009667421,0.000008501629,0.0001223487,0.001374405],"genre_scores_gemma":[0.9764748,0.000001105018,0.02105266,0.001080036,0.00004715393,0.0004927867,0.0006708927,0.0000106162,0.0001699299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9584134,"threshold_uncertainty_score":0.4744485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129458959021757,"score_gpt":0.2268951907280921,"score_spread":0.2139492948259164,"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."}}