{"id":"W2242187059","doi":"10.4018/978-1-61520-997-2.ch013","title":"iREACH","year":2010,"lang":"en","type":"book-chapter","venue":"IGI Global eBooks","topic":"Innovation and Socioeconomic Development","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Empowerment; Information and Communications Technology; Sustainability; Context (archaeology); Business; Participatory development; Citizen journalism; Rural area; Political science; Economic growth; Geography; Economics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004006109,0.0009008637,0.0003963941,0.001666527,0.002977871,0.005090234,0.001302539,0.002436921,0.3084453],"category_scores_gemma":[0.0008801243,0.0004396265,0.0002754905,0.001501651,0.001214667,0.004163365,0.002541777,0.002208517,0.1189359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004166428,"about_ca_system_score_gemma":0.001925247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009802719,"about_ca_topic_score_gemma":0.02738573,"domain_scores_codex":[0.999534,0.00005721411,0.00002060655,0.000151884,0.0001497329,0.00008646318],"domain_scores_gemma":[0.9996547,0.00005456887,0.00001788494,0.00007176911,0.0001306561,0.00007054568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003632419,0.00003319015,0.0003366395,0.0003665718,0.000002718962,0.0003368397,0.003252124,0.0001071822,0.0007724336,0.2061072,0.5190544,0.2695944],"study_design_scores_gemma":[9.436943e-7,0.000004314324,0.0001644128,0.00008982837,5.340458e-7,0.0001414342,0.0001818226,0.00002581418,0.0001200042,0.001232837,0.9980356,0.000002440096],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0008382829,0.00299338,0.001156652,0.001678329,0.0005440936,0.00005940663,0.0002439891,0.0002818923,0.992204],"genre_scores_gemma":[0.003475877,0.0008789392,0.000450061,0.000345334,0.00004392412,0.00003190173,0.000143418,0.00009938417,0.9945312],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3084453,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01690787732069456,"score_gpt":0.2182939001123008,"score_spread":0.2013860227916062,"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."}}