{"id":"W4411656474","doi":"10.51847/jpuosmjxu9","title":"10.51847/JPuOSMJXu9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Agriculture; Information and Communications Technology; Business; Agricultural economics; Geography; Socioeconomics; Political science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001751424,0.0001151257,0.00011715,0.00009582473,0.0001403658,0.0001548223,0.001525038,0.00003733259,0.9225444],"category_scores_gemma":[0.00002621533,0.0001178681,0.00003374976,0.0003603249,0.00002900521,0.0002598318,0.0003016921,0.0001014779,0.9804846],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003716423,"about_ca_system_score_gemma":0.00004907781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002059195,"about_ca_topic_score_gemma":9.912193e-8,"domain_scores_codex":[0.9991533,0.00006459036,0.0001416163,0.0001655288,0.0001998479,0.0002751101],"domain_scores_gemma":[0.9989248,0.00008897898,0.00001855302,0.0008306348,0.00005171971,0.00008532026],"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":[0.000004286968,0.00001885686,1.422978e-7,0.000002797667,0.000006308303,0.000004983805,0.0001854946,0.00006181099,0.000007501385,0.0001437885,0.03493174,0.9646323],"study_design_scores_gemma":[0.00007598775,0.000056997,0.00007480927,0.00001761939,0.000001494243,0.0000146121,6.849568e-7,0.001606448,0.00006814671,0.00007193349,0.9978397,0.0001716038],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004703134,0.00003339829,0.0002675596,0.001123756,0.000008142951,0.00009023053,0.00000126859,0.0004283889,0.997577],"genre_scores_gemma":[0.000311719,3.515228e-7,0.01029585,0.0003203087,0.00005111951,0.00001359476,0.00000217357,0.00001148536,0.9889934],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9644607,"threshold_uncertainty_score":0.4806523,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01085970060744737,"score_gpt":0.1890654524108058,"score_spread":0.1782057518033584,"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."}}