{"id":"W7025109529","doi":"","title":"Understanding and accurately predicting past and future changes","year":2024,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University; Memorial University of Newfoundland","funders":"","keywords":"Identification (biology); Perspective (graphical); Context (archaeology); Set (abstract data type); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001394669,0.0004979225,0.0003949407,0.002185306,0.000299415,0.002336206,0.0005323277,0.001026602,0.00223828],"category_scores_gemma":[0.01018874,0.0002807758,0.0003599212,0.001498093,0.0002461671,0.002561028,0.000609413,0.0009349849,0.001029118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006186046,"about_ca_system_score_gemma":0.0006196446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02397718,"about_ca_topic_score_gemma":0.02698167,"domain_scores_codex":[0.9993877,0.0001289594,0.00005985672,0.0002269823,0.0001106953,0.00008577825],"domain_scores_gemma":[0.9953865,0.002633286,0.000819511,0.000349358,0.0006148464,0.0001964399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002123015,0.0001603525,0.8224177,0.0001288849,0.0001351005,0.0002314501,0.0004870059,0.0307365,0.001750537,0.002401597,0.005699875,0.1356387],"study_design_scores_gemma":[0.00001933254,0.0001650487,0.6518633,0.0001676917,0.0001840132,0.0004378729,0.002053251,0.30186,0.003112322,0.02097747,0.01907548,0.00008424456],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.926282,0.003082359,0.04223579,0.002620081,0.0003591814,0.00008540147,0.008588761,0.0006220342,0.01612435],"genre_scores_gemma":[0.9843379,0.0009500039,0.009728466,0.0001043887,0.00009420102,0.00002372647,0.003156832,0.00003020975,0.001574242],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02397718,"threshold_uncertainty_score":0.04767525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05487543751144168,"score_gpt":0.2501878502383464,"score_spread":0.1953124127269047,"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."}}