{"id":"W2054970172","doi":"10.1177/0013164407305589","title":"Population Validity and Cross-Validity","year":2007,"lang":"en","type":"article","venue":"Educational and Psychological Measurement","topic":"Statistical Methods and Bayesian Inference","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Statistics; Confidence interval; Correlation coefficient; Sample size determination; Cross-validation; Mathematics; Population; Econometrics; Demography","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1156901,0.0008757047,0.002338192,0.007816762,0.002203451,0.005660276,0.002167103,0.002272631,0.006533147],"category_scores_gemma":[0.4241563,0.000676861,0.002378229,0.00588231,0.01006209,0.007285752,0.007678668,0.003067211,0.00138589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003045771,"about_ca_system_score_gemma":0.005637296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003583351,"about_ca_topic_score_gemma":0.00317894,"domain_scores_codex":[0.8470782,0.09152298,0.009548604,0.01564867,0.03445702,0.001744442],"domain_scores_gemma":[0.626039,0.2678014,0.01779626,0.04503542,0.04156229,0.001765652],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002201552,0.0002076216,0.1159271,0.002346443,0.002171598,0.0003542761,0.007047226,0.005417211,0.0005408329,0.5184434,0.01066277,0.3366615],"study_design_scores_gemma":[0.0001493402,0.000390878,0.1356839,0.003387716,0.001027071,0.001838777,0.004804946,0.0143825,0.001890814,0.7394696,0.09675703,0.000217457],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07861874,0.0216645,0.7195072,0.00627124,0.002389026,0.002682849,0.001910643,0.0006276176,0.1663282],"genre_scores_gemma":[0.7964696,0.005857229,0.1800169,0.003208207,0.000958878,0.005590814,0.001465937,0.0003532435,0.006079137],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.8843099,"threshold_uncertainty_score":0.6118352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5024942114162912,"score_gpt":0.5054909374568204,"score_spread":0.002996726040529141,"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."}}