{"id":"W4205153186","doi":"10.1515/9781400836215-fm","title":"Frontmatter","year":2011,"lang":"en","type":"book-chapter","venue":"Princeton University Press eBooks","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Office of the Dean for Research, Princeton University; University of Pennsylvania; Princeton University; Yale University","keywords":"Geography","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001488107,0.0007049174,0.0006708991,0.0003708442,0.0002025283,0.00004551198,0.001293128,0.0007041029,0.004123114],"category_scores_gemma":[0.000005080427,0.0008536638,0.0003776387,0.000005532801,0.0004617342,0.0001667919,0.001202452,0.0009055344,0.01206106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005123854,"about_ca_system_score_gemma":0.0001319311,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003447861,"about_ca_topic_score_gemma":0.00004994673,"domain_scores_codex":[0.9977216,0.00005738558,0.0002677371,0.00092542,0.0004942098,0.0005336939],"domain_scores_gemma":[0.9976395,0.00004234965,0.0004740666,0.001340135,0.0001940929,0.000309799],"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":[0.0003167888,0.00002190327,0.00001327722,0.00009010087,0.0004197158,0.0004806157,0.000406539,9.053435e-7,0.00007559147,0.9023467,0.09306295,0.002764869],"study_design_scores_gemma":[0.0006998474,0.00004229788,0.00002786314,0.0001847843,0.0003912699,0.00001419971,0.000006315755,0.000004294731,0.0004997501,0.001722442,0.9955247,0.000882226],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003236008,0.00006797977,0.000158308,0.000006846441,0.0002579743,0.0006058971,0.0004243981,0.0006856335,0.9977606],"genre_scores_gemma":[0.0004562227,0.00001728508,0.0003810847,0.0000815997,0.0001508052,9.112401e-7,0.00005088947,0.000263259,0.9985979],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9024618,"threshold_uncertainty_score":0.9993914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04475092315618549,"score_gpt":0.2009912774083542,"score_spread":0.1562403542521687,"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."}}