{"id":"W4205229738","doi":"10.12987/9780300262445-023","title":"Notes","year":2021,"lang":"en","type":"book-chapter","venue":"Collapse","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Geography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.000106447,0.0003819029,0.0004774733,0.0001662708,0.00007120956,0.00008165925,0.0002479044,0.0004227911,0.01308856],"category_scores_gemma":[0.0001625515,0.0004202813,0.0002321863,0.00005723723,0.0001078681,0.00004000654,0.0002009287,0.0003297505,0.06482925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002122308,"about_ca_system_score_gemma":0.0003522661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007311049,"about_ca_topic_score_gemma":0.0001410965,"domain_scores_codex":[0.9985732,0.0000143144,0.0002571625,0.0005035833,0.0004003287,0.0002513805],"domain_scores_gemma":[0.9984437,0.0001396383,0.0001722277,0.0008468663,0.0002566776,0.0001409513],"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":[0.00004340859,0.000029109,0.00001788552,0.0000919707,0.0002884211,0.001314569,0.00009079631,0.000006387353,0.001405737,0.5847501,0.408504,0.003457554],"study_design_scores_gemma":[0.0002417472,0.00002200435,0.00001161215,0.0002361468,0.0001121343,0.00003310149,0.000003513281,0.00000437071,0.0004058581,0.006510987,0.991957,0.0004614872],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000046993,0.004190774,0.000004689023,0.0001241757,0.0005796618,0.000253776,0.0005125999,0.0002444426,0.9940429],"genre_scores_gemma":[0.001095569,0.000105736,0.0002995262,0.0001789846,0.0005911614,0.00001242355,0.0003030389,0.0003973593,0.9970162],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.583453,"threshold_uncertainty_score":0.9998249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03393737897507919,"score_gpt":0.2531092841685099,"score_spread":0.2191719051934307,"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."}}