{"id":"W6964315759","doi":"10.25384/sage.c.6921049.v1","title":"Broadband Internet Access in First Nation Reserve Communities and Maldistribution of Canadian Dermatologists: An Ecologic Study","year":2023,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"Ecology and biodiversity studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; First nation; Internet access; Broadband; Government (linguistics)","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":[0.0006800488,0.0001141842,0.0002270265,0.0003311734,0.0001450766,0.00004800219,0.001013828,0.0001613893,0.004285643],"category_scores_gemma":[0.0001097157,0.000101723,0.00001048942,0.0002762159,0.0002532371,0.0003690092,0.001553239,0.0002484338,0.00002731435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001448389,"about_ca_system_score_gemma":0.00001534061,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7540234,"about_ca_topic_score_gemma":0.998726,"domain_scores_codex":[0.9991136,0.000214978,0.0001922206,0.0001848259,0.0001181845,0.0001762409],"domain_scores_gemma":[0.9992864,0.00008675381,0.0001955249,0.0003637155,0.000006345457,0.00006128535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000005324971,0.00006627787,0.8491066,0.00001161927,0.00003581787,0.00006103984,0.0004145312,0.000002423589,1.780039e-7,2.755456e-7,0.1498498,0.0004460738],"study_design_scores_gemma":[0.0003158282,0.00008529092,0.9796637,0.0002048427,0.00003187684,0.00000913673,0.003706765,0.00003745686,0.000001692903,0.00003480608,0.01579156,0.0001170068],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9408683,0.005060611,0.00001307076,0.002926484,0.0005661404,0.001404504,0.014371,0.0001190457,0.0346709],"genre_scores_gemma":[0.9776088,0.01722795,0.00002593905,0.00008950268,0.00002436765,0.000007359733,0.0005498052,0.00003603412,0.004430215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2447026,"threshold_uncertainty_score":0.9966246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.182202484687138,"score_gpt":0.32445992990652,"score_spread":0.1422574452193819,"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."}}