{"id":"W6925349215","doi":"10.17613/vadsf-gcr16","title":"What next for Digital Himalaya? Reflections on community, continuity, and collaboration","year":2018,"lang":"en","type":"article","venue":"Knowledge Commons (Lakehead University)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reflection (computer programming); Key (lock); Work (physics); Perspective (graphical); Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001228428,0.0001487659,0.0002239581,0.0002922394,0.000724439,0.0002862014,0.000150259,0.0001259601,0.00001135987],"category_scores_gemma":[0.000408849,0.0001591271,0.00006228413,0.000590299,0.0003196987,0.0008506541,0.0002029808,0.0002698713,0.00005391634],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001390531,"about_ca_system_score_gemma":0.0001150643,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002590613,"about_ca_topic_score_gemma":0.03944902,"domain_scores_codex":[0.9992977,0.00009184167,0.000118451,0.0001887562,0.0000882219,0.0002149742],"domain_scores_gemma":[0.9981998,0.0007062195,0.00005336981,0.000353676,0.0004839615,0.0002030153],"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":[0.01077702,0.008337925,0.1798351,0.0007635184,0.0009297314,0.0001762312,0.03159318,0.000007199392,0.004686808,0.3756266,0.1203145,0.2669522],"study_design_scores_gemma":[0.005504902,0.005805169,0.0464942,0.00088872,0.0003036017,0.00005233234,0.008082464,0.0001955873,0.001720136,0.001094341,0.9294241,0.0004344112],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7911276,0.0002137885,0.001063394,0.001236039,0.0004282567,0.0004860979,0.00008750432,0.0001762319,0.2051811],"genre_scores_gemma":[0.9934309,0.0000087507,0.00009456396,0.00002760142,0.0001763436,0.000002530443,0.0001355781,0.00001678036,0.006107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8091096,"threshold_uncertainty_score":0.9780785,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06899361423893534,"score_gpt":0.3212720570410643,"score_spread":0.252278442802129,"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."}}