{"id":"W3127396590","doi":"10.26443/mjm.v3i1.478","title":"Towards the Future: The Continuing Evolution of the MJM","year":2020,"lang":"en","type":"article","venue":"McGill Journal of Medicine","topic":"Sociopolitical Dynamics in Nepal","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":[],"consensus_categories":[],"category_scores_codex":[0.002153306,0.00006888073,0.0001920793,0.00001645461,0.0003926055,0.000007661637,0.0008017748,0.00006196275,0.0001045943],"category_scores_gemma":[0.002861046,0.00002616336,0.0001293121,0.0003481004,0.001236773,0.00006029342,0.0000659837,0.0004815788,0.000001865146],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001479534,"about_ca_system_score_gemma":0.00009261464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002537807,"about_ca_topic_score_gemma":0.00009762812,"domain_scores_codex":[0.9979103,0.0004717734,0.0003794206,0.00006278313,0.0009880259,0.0001877373],"domain_scores_gemma":[0.9986115,0.000482765,0.0003596187,0.0001343791,0.0003034704,0.0001083207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005175294,0.00002300813,0.001733035,0.00001501397,0.00008424231,0.000008366115,0.03948978,0.00002812624,0.0006797479,0.9250551,0.01633481,0.01649701],"study_design_scores_gemma":[0.00160194,0.0003783959,0.02947086,0.0003044765,0.0003085285,0.00004297254,0.1544482,0.0004577016,0.0001390703,0.0755454,0.737172,0.0001304207],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1047689,0.002091024,0.0004086777,0.8674817,0.003255744,0.0002196302,0.00000807077,0.00001216621,0.0217541],"genre_scores_gemma":[0.9902771,0.0002131481,0.00004412596,0.005572658,0.003813387,6.933606e-7,7.392048e-8,0.000005700866,0.00007308607],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8855082,"threshold_uncertainty_score":0.455694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03249661852875596,"score_gpt":0.3157105471806431,"score_spread":0.2832139286518871,"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."}}