{"id":"W4234276337","doi":"10.1002/9781118786352.wbieg0116","title":"Geomorphic Thresholds","year":2017,"lang":"en","type":"other","venue":"International Encyclopedia of Geography","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Classification of discontinuities; Transitive relation; Transformation (genetics); State (computer science); State space; Path (computing); Process (computing); Simple (philosophy); Mathematics; Computer science; Statistical physics; Control theory (sociology); Geology; Control (management); Physics; Mathematical analysis; Algorithm; Statistics; Artificial intelligence; Combinatorics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009121755,0.0001998448,0.0002237873,0.0001932887,0.00004710141,0.000009638146,0.000912581,0.0002563143,0.05373578],"category_scores_gemma":[0.0000166735,0.0001869435,0.000153406,0.00005472822,0.0004976687,0.00009478669,0.0001089453,0.000166454,0.0004640465],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009541691,"about_ca_system_score_gemma":0.00001267917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001274833,"about_ca_topic_score_gemma":0.0006146389,"domain_scores_codex":[0.9988886,0.000009974517,0.0001836499,0.0003230061,0.0004232381,0.0001715301],"domain_scores_gemma":[0.9992466,0.00001714313,0.0003222422,0.0003445337,0.00001001672,0.00005946246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001562985,0.0001052796,0.5019671,0.00002517599,0.0001701926,0.00002874829,0.00002347927,0.00002263,0.000009488112,0.0001420027,0.4929055,0.004584837],"study_design_scores_gemma":[0.0001962099,0.00002641861,0.02560807,0.00007275211,0.00003190646,0.000003897348,9.876637e-7,0.000005023319,0.00001289079,0.0005622007,0.9733059,0.0001737643],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001097493,0.000457406,0.00007705078,0.0001630913,0.001216043,0.0001244923,0.0001221095,0.00006863962,0.9966737],"genre_scores_gemma":[0.05980321,0.007916532,0.0005877203,0.0002107163,0.0004411227,0.00004304153,0.0002712159,0.0001741429,0.9305523],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4804004,"threshold_uncertainty_score":0.9471292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006087236930709652,"score_gpt":0.2292742434187313,"score_spread":0.2231870064880216,"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."}}