{"id":"W2572346385","doi":"10.7939/r3h41jr36","title":"Understanding Community Broadband: The Alberta Broadband Toolkit","year":2016,"lang":"en","type":"article","venue":"Open MIND","topic":"ICT Impact and Policies","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Broadband; Computer science; Telecommunications; Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002689465,0.0001187285,0.0001222962,0.00002850729,0.0002680162,0.000208139,0.0005636274,0.00005339086,0.00183505],"category_scores_gemma":[0.00004219418,0.0000641771,0.00003516579,0.00008761109,0.00007195032,0.0002766648,0.0001342986,0.0001534235,0.0005409728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009812749,"about_ca_system_score_gemma":0.00001756051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001117083,"about_ca_topic_score_gemma":0.002810002,"domain_scores_codex":[0.9994413,0.00006560688,0.0001230808,0.00003823952,0.00007993857,0.0002518432],"domain_scores_gemma":[0.9990921,0.0004373626,0.00001982999,0.0003819808,0.000008429588,0.00006029163],"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":[0.0002479098,0.0002390621,0.01483434,0.00009811394,0.0009809585,0.000009924954,0.2436958,0.001440949,0.06237101,0.009309147,0.2753398,0.3914329],"study_design_scores_gemma":[0.001667305,0.0001120036,0.004482253,0.0002265844,0.00006584536,0.00004034985,0.008615059,0.0002590985,0.03352563,0.001904731,0.9484503,0.0006507888],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6614731,0.0000480475,0.0007827398,0.0007494884,0.0001933486,0.0001699759,0.00001935846,0.000006539698,0.3365574],"genre_scores_gemma":[0.9867611,0.00002828173,0.0000353141,0.0000665647,0.00006451726,0.000004679477,0.000003142166,0.00001915487,0.01301727],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6731105,"threshold_uncertainty_score":0.9990774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1129906257612627,"score_gpt":0.2950830163988079,"score_spread":0.1820923906375452,"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."}}