{"id":"W7031781896","doi":"","title":"River Bifurcations","year":2004,"lang":"en","type":"dissertation","venue":"Unitn-eprints PhD (University of Trento)","topic":"Diverse Scientific and Economic Studies","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bifurcation; Context (archaeology); Flow (mathematics); Process (computing); Channel (broadcasting); Bifurcation theory; Sequence (biology); Point (geometry)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001853457,0.0002200629,0.0005471436,0.0007057998,0.0002879413,0.00002804066,0.0005883517,0.0002058309,0.0197168],"category_scores_gemma":[0.00003301362,0.0003352285,0.0002959924,0.0003144411,0.0002077634,0.0002581185,0.0001212465,0.0001945226,0.01755438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598579,"about_ca_system_score_gemma":0.00007563796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003235959,"about_ca_topic_score_gemma":0.001045688,"domain_scores_codex":[0.9987662,0.000008641912,0.0003199089,0.0005885189,0.00005676654,0.0002599408],"domain_scores_gemma":[0.9986816,0.00002151264,0.0006386155,0.0004686294,0.00009168498,0.00009795964],"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":[0.0002595245,0.001386071,0.01405568,0.0007277494,0.002428065,0.00004602735,0.08075541,0.0005879242,0.00007712488,0.7584761,0.1323765,0.008823825],"study_design_scores_gemma":[0.003005906,0.00006896965,0.1775635,0.0002771431,0.0002233614,0.000002028081,0.03853059,0.000188987,0.00007772075,0.03734483,0.7413804,0.001336595],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.152441,0.0005030301,0.000199319,0.0001336698,0.003170899,0.0002234531,0.001029621,0.0000572325,0.8422418],"genre_scores_gemma":[0.2410512,0.0007230947,0.0006006877,0.00002057752,0.00005650332,8.791736e-7,0.0009221697,0.00002444043,0.7566004],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7211313,"threshold_uncertainty_score":0.99991,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04312986812140731,"score_gpt":0.1942813002029628,"score_spread":0.1511514320815555,"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."}}