{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009161009,0.00009841201,0.0001500198,0.00006883844,0.0001390924,0.00002790318,0.0001369584,0.00006213918,0.000002292872],"category_scores_gemma":[0.001187139,0.00006660727,0.00002951361,0.0001462448,0.00002852936,0.0001781806,0.00002437179,0.00007899027,0.000001948252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007929859,"about_ca_system_score_gemma":0.00002401627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006970836,"about_ca_topic_score_gemma":0.0009485088,"domain_scores_codex":[0.9990022,0.0001149091,0.0004086788,0.000118257,0.0001964547,0.0001595293],"domain_scores_gemma":[0.9984764,0.0008098779,0.0003218207,0.0001705741,0.0001969442,0.00002441088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002983862,0.0005658368,0.06878836,0.004442694,0.00006161357,7.13759e-7,0.1106231,0.7172013,0.004812258,0.07854833,0.004214595,0.01044288],"study_design_scores_gemma":[0.0008576363,0.0001107964,0.0006875762,0.001089545,0.00002006589,7.752087e-7,0.001694571,0.8675113,0.01044819,0.1169621,0.0003492046,0.0002681612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.908708,0.0002201796,0.08598002,0.00005106247,0.0001230536,0.0002982852,0.000001229444,0.00004539825,0.004572757],"genre_scores_gemma":[0.9920998,0.00009301588,0.007633565,0.00001175898,0.00008311088,0.00001763721,0.000003818661,0.00001237834,0.00004486907],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1503101,"threshold_uncertainty_score":0.2716166,"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."}}