{"id":"W6977273702","doi":"10.6084/m9.figshare.6456029","title":"Davies - Our validation criteria should be determined by our understanding of the road ahead","year":2018,"lang":"en","type":"other","venue":"Open MIND","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Satellite; Key (lock); Term (time); Satellite tracking","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1227442,0.002319733,0.002543289,0.003933996,0.00500088,0.01888917,0.006838649,0.006546673,0.08725732],"category_scores_gemma":[0.3291444,0.001145877,0.002603754,0.003268561,0.006711876,0.0161341,0.01194163,0.01104806,0.06686924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004936685,"about_ca_system_score_gemma":0.0130022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01048852,"about_ca_topic_score_gemma":0.01592951,"domain_scores_codex":[0.9190974,0.03427148,0.00617025,0.008034368,0.02862561,0.003800993],"domain_scores_gemma":[0.6762125,0.1468913,0.008891247,0.05016328,0.1012449,0.01659681],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001136755,0.0002789666,0.01030071,0.001975207,0.0001991922,0.000250748,0.001574422,0.001111914,0.001277181,0.08994642,0.7137763,0.1781722],"study_design_scores_gemma":[0.0002206771,0.0002270247,0.006762645,0.003379417,0.0001289961,0.0005237197,0.001383512,0.003523679,0.002926365,0.08051171,0.9002323,0.000179936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01289345,0.01159621,0.1612722,0.269042,0.03479584,0.002474374,0.0208242,0.0102029,0.4768988],"genre_scores_gemma":[0.2333052,0.0102578,0.2862672,0.1255985,0.008881506,0.007033093,0.0483486,0.02244397,0.2578642],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1227442,"threshold_uncertainty_score":0.6491412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2170358784791903,"score_gpt":0.4056323566331833,"score_spread":0.1885964781539929,"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."}}