{"id":"W4285019096","doi":"10.7146/ageculturehumanities.v6i.133332","title":"Population","year":2022,"lang":"en","type":"article","venue":"Age Culture Humanities An Interdisciplinary Journal","topic":"","field":"","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trent University","funders":"","keywords":"Population; Medicine; Environmental health","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006783432,0.0003004003,0.0002992117,0.0003241451,0.007510578,0.0005981222,0.0007864084,0.00005195245,0.009656161],"category_scores_gemma":[0.00001152225,0.0002658543,0.0002652788,0.0002206822,0.0001191252,0.001346724,0.001391262,0.001432068,0.000228837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007818718,"about_ca_system_score_gemma":0.0000311511,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003971667,"about_ca_topic_score_gemma":0.0003929489,"domain_scores_codex":[0.9973279,0.0005108243,0.0005580345,0.0003286703,0.0007900501,0.0004845105],"domain_scores_gemma":[0.9989474,0.00001670155,0.0003963841,0.0003408771,0.0001314756,0.0001671256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.001364104,0.001800121,0.004299217,0.00005884459,0.0004912089,0.008295535,0.4228539,0.007048557,0.008495769,0.05880439,0.4825531,0.003935217],"study_design_scores_gemma":[0.002595804,0.005456637,0.05052406,0.0001252539,0.0002526204,0.03159066,0.4717972,0.0009082002,0.00006210256,0.1384955,0.2963323,0.001859715],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9518427,0.0004573324,0.00007828818,0.0001960161,0.002090828,0.0002419312,0.0001649755,0.0003205797,0.04460735],"genre_scores_gemma":[0.983157,0.00000477733,0.0003177357,0.000286254,0.001568987,0.00004387319,0.0004731202,0.0001143042,0.01403394],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1862208,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04123522367136537,"score_gpt":0.327921082074176,"score_spread":0.2866858584028106,"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."}}