{"id":"W2072637895","doi":"10.1139/e01-087","title":"Step-pool and cascade morphology, Mosquito Creek, British Columbia: a test of four analytical techniques","year":2002,"lang":"en","type":"article","venue":"Canadian Journal of Earth Sciences","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Simon Fraser University","keywords":"Bedform; Revetment; Geology; Cascade; Channel (broadcasting); Wavelength; Fluvial; Geometry; Geomorphology; Hydrology (agriculture); Geotechnical engineering; Physics; Optics; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005854212,0.00006853004,0.0002104192,0.00007205395,0.0003003012,0.0001300591,0.0003438048,0.00009331721,0.006472094],"category_scores_gemma":[0.0001640712,0.00008406684,0.00004659597,0.0003693422,0.002262175,0.000362445,0.00001669024,0.000185801,0.000009477765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008336703,"about_ca_system_score_gemma":0.0001161266,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08733456,"about_ca_topic_score_gemma":0.822808,"domain_scores_codex":[0.9988772,0.00003141736,0.000318258,0.0001929033,0.0002403504,0.0003398721],"domain_scores_gemma":[0.9992091,0.0000837232,0.0001441496,0.00007585907,0.00002775882,0.0004593915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[9.987874e-7,0.00002239941,0.9885063,0.000005746151,0.000007504438,0.0004199877,0.00008646104,0.0000361144,0.0003475303,0.000003929587,0.004445704,0.006117361],"study_design_scores_gemma":[0.0002924689,0.001125859,0.9721643,0.00008474924,0.00005309478,0.002726486,0.0001582839,0.001397685,0.0005041803,0.0002961813,0.02098063,0.0002160649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947361,0.0004709052,0.00004025293,0.0005686673,0.00006013173,0.00007015835,0.00001808731,0.000004985898,0.004030678],"genre_scores_gemma":[0.9975172,0.0001157507,0.001312925,0.0003317079,0.00003380358,0.000001067698,2.257192e-7,0.00000379659,0.0006835436],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7354735,"threshold_uncertainty_score":0.9944361,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756708657639885,"score_gpt":0.213467613338165,"score_spread":0.1959005267617661,"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."}}