{"id":"W3172709756","doi":"10.5194/tc-15-2473-2021","title":"Analyses of Peace River Shallow Water Ice Profiling Sonar data and their implications for the roles played by frazil ice and in situ anchor ice growth in a freezing river","year":2021,"lang":"en","type":"article","venue":"˜The œcryosphere","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASL Environmental Sciences (Canada)","funders":"BC Hydro","keywords":"Geology; Water column; Sea ice; Pancake ice; Sea ice growth processes; Arctic ice pack; Ice divide; Hydrology (agriculture); Antarctic sea ice; Geomorphology; Oceanography; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003833626,0.0001495336,0.0002028034,0.00001638964,0.0002471184,0.00006157391,0.0003875839,0.00006689766,0.00004491744],"category_scores_gemma":[0.00003852263,0.00008131086,0.00002995378,0.0001814313,0.0002310182,0.0002803834,0.000120151,0.0001864449,0.000002262744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005307812,"about_ca_system_score_gemma":0.00004945515,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004473931,"about_ca_topic_score_gemma":0.0397897,"domain_scores_codex":[0.9989456,0.00009222305,0.0002332643,0.000356898,0.00009295497,0.0002790511],"domain_scores_gemma":[0.9987307,0.0007421899,0.00007473274,0.0003449689,0.00005911935,0.00004830139],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001418017,0.00007141414,0.9598595,0.000137334,0.0001511513,0.000006108678,0.008801048,0.002174796,0.008620231,0.0001380031,0.0005311799,0.0193674],"study_design_scores_gemma":[0.001081281,0.00006672691,0.739215,0.00009834681,0.000163739,0.00003848955,0.01510168,0.2359121,0.001145196,0.002775137,0.004013173,0.0003890837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9874788,0.005935483,0.004068249,0.001334892,0.00003470205,0.0003243836,0.0006369568,0.00000995934,0.0001765632],"genre_scores_gemma":[0.9961516,0.0009529637,0.002141568,0.0002227124,0.00003947262,0.000006864065,0.0003602556,0.000006598809,0.000117921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2337373,"threshold_uncertainty_score":0.9777316,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02669053306916945,"score_gpt":0.255339341768014,"score_spread":0.2286488086988446,"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."}}