{"id":"W2616568736","doi":"","title":"The Stratigraphic Expression of Formative Processes in Channels","year":2014,"lang":"en","type":"article","venue":"2014 AGU Fall Meeting","topic":"Modeling, Simulation, and Optimization","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Expression (computer science); Geology; Formative assessment; Paleontology; Computer science; Psychology; Mathematics education","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":[0.000590709,0.0003865024,0.0002397104,0.001551019,0.00139672,0.003433049,0.0009760988,0.0009301135,0.006467582],"category_scores_gemma":[0.005257026,0.0004076516,0.0003786442,0.001696321,0.001977754,0.003008571,0.001077611,0.0008128568,0.0004157583],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002668406,"about_ca_system_score_gemma":0.001609399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01563818,"about_ca_topic_score_gemma":0.0151327,"domain_scores_codex":[0.9996852,0.00007450242,0.00001871247,0.00005917122,0.00007042992,0.00009198066],"domain_scores_gemma":[0.9988297,0.0004198036,0.0001983884,0.0001074326,0.0003134295,0.0001312821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004715021,0.00003107452,0.00458362,0.00004498212,0.00001109777,0.0001391434,0.0008424916,0.09198178,0.002307354,0.8824831,0.0009077116,0.01662051],"study_design_scores_gemma":[0.00003264276,0.00004429443,0.006849581,0.00006848931,0.00003090275,0.0001641828,0.001299162,0.4028123,0.002700188,0.5755736,0.01036059,0.00006399406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4535527,0.0009936017,0.4614317,0.001899677,0.0002016494,0.0001005905,0.0005344781,0.0004294398,0.0808561],"genre_scores_gemma":[0.9778636,0.0003931259,0.01214672,0.00005055364,0.00004218086,0.00003591298,0.00006855279,0.00005702423,0.009342267],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01563818,"threshold_uncertainty_score":0.03109431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02793776858244323,"score_gpt":0.2816221913365783,"score_spread":0.2536844227541351,"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."}}