{"id":"W2725107289","doi":"10.1007/978-1-4939-7190-9_1","title":"Introduction to Dynamic Models","year":2017,"lang":"en","type":"book-chapter","venue":"Springer series in statistics","topic":"Census and Population Estimation","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Function (biology); Differential equation; Differential (mechanical device); Simple (philosophy); Handwriting; Calculus (dental); Applied mathematics; Econometrics; Mathematics; Artificial intelligence; Engineering; Mathematical analysis; Epistemology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002012115,0.0002806665,0.0003900684,0.0001886329,0.000119196,0.00007031565,0.0001902931,0.0002112269,0.0004044823],"category_scores_gemma":[0.0003188067,0.000315338,0.00004069234,0.00001402431,0.00006911527,0.0001821332,0.0001126904,0.0002827906,0.0001160977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002181649,"about_ca_system_score_gemma":0.00004972742,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001976329,"about_ca_topic_score_gemma":0.0009440933,"domain_scores_codex":[0.99867,0.00001085592,0.0004886057,0.000353623,0.000278323,0.0001986209],"domain_scores_gemma":[0.9985954,0.0000763304,0.0003458311,0.0007530519,0.0001616262,0.00006779585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002862617,0.000009463283,0.000008729656,0.0001702945,0.00001746067,0.00001328277,0.0003012061,0.0006887077,0.000003137554,0.9732863,0.01352759,0.01194519],"study_design_scores_gemma":[0.00009438925,0.00003580654,0.0001576755,0.000128023,0.00003823026,0.000007862767,0.000004819149,0.004076176,0.000002827007,0.8442423,0.1509078,0.0003041967],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.0001638584,0.0001198678,0.6498896,0.001777363,0.003471242,0.001161848,0.001476133,0.000206764,0.3417333],"genre_scores_gemma":[0.002694865,0.0001649056,0.3439111,0.00003556013,0.0007469199,0.00002234228,0.0003225285,0.0001341627,0.6519676],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3102343,"threshold_uncertainty_score":0.9999298,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05220911699501892,"score_gpt":0.3292044814911911,"score_spread":0.2769953644961722,"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."}}