{"id":"W4386745197","doi":"10.1007/978-3-031-41065-9_18","title":"A New Navigation Channel in the Making","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Saskatoon Medical Imaging","funders":"","keywords":"Thalweg; Channel (broadcasting); Section (typography); Geology; Hydrology (agriculture); Archaeology; Engineering; Geography; Geomorphology; Geotechnical engineering; Telecommunications; Computer science","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":[0.0009597542,0.0005304216,0.0003513698,0.0009590298,0.002691745,0.008214253,0.0008013258,0.002644213,0.01488174],"category_scores_gemma":[0.002089744,0.0002402964,0.0002374459,0.00214189,0.01031929,0.009812318,0.002607465,0.003140584,0.002584709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004555845,"about_ca_system_score_gemma":0.006523639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01414135,"about_ca_topic_score_gemma":0.02909414,"domain_scores_codex":[0.9993547,0.0003207375,0.0000136705,0.00006238325,0.0001685834,0.00007991451],"domain_scores_gemma":[0.9994829,0.0002740013,0.00002683985,0.00005721817,0.00009784399,0.00006126565],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001627933,0.000002060804,0.00001784994,0.00001045599,3.931035e-7,0.00000771396,0.0004314916,0.0001094772,0.00001512678,0.9792511,0.01273018,0.007422531],"study_design_scores_gemma":[0.00000242662,0.000004544687,0.00005505157,0.00008713377,0.00000128207,0.00001967705,0.0009084376,0.0003235574,0.00004024238,0.5085339,0.4900184,0.000005401183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002098753,0.01031505,0.01201505,0.02700848,0.002157655,0.00001988385,0.00005459208,0.00008491477,0.9462456],"genre_scores_gemma":[0.1702336,0.01558749,0.009606777,0.00715438,0.001961973,0.0001396762,0.0001004994,0.000275312,0.7949403],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01488174,"threshold_uncertainty_score":0.04978436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04059017187623803,"score_gpt":0.2973044198417759,"score_spread":0.2567142479655379,"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."}}