{"id":"W2592574207","doi":"10.1177/1948550617693063","title":"Construct Validation in Social and Personality Research","year":2017,"lang":"en","type":"article","venue":"Social Psychological and Personality Science","topic":"Cognitive and psychological constructs research","field":"Psychology","cited_by":709,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; York University","funders":"Ontario Ministry of Research and Innovation","keywords":"Construct (python library); Construct validity; Psychology; Personality; Social psychology; Sample (material); Psychometrics; Applied psychology; Developmental psychology; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["metaresearch"],"category_scores_codex":[0.3398326,0.001245837,0.002015446,0.01195456,0.006030392,0.008844567,0.0027622,0.002626029,0.003343571],"category_scores_gemma":[0.5261195,0.0009884071,0.00315679,0.01081591,0.0181247,0.007972204,0.008436603,0.005137759,0.0008711407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005228975,"about_ca_system_score_gemma":0.01693164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00472716,"about_ca_topic_score_gemma":0.00707466,"domain_scores_codex":[0.7097299,0.2116995,0.02336583,0.01319926,0.03953002,0.002475395],"domain_scores_gemma":[0.3475955,0.4947276,0.02934635,0.0575415,0.06756173,0.003227178],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003199686,0.0007101715,0.1695552,0.01630962,0.00192557,0.0005044227,0.06365164,0.00211167,0.003081522,0.2516696,0.01015182,0.4800089],"study_design_scores_gemma":[0.0003452258,0.001743376,0.2316539,0.04838103,0.001852313,0.001497151,0.03884586,0.009123401,0.008943799,0.4830295,0.1740332,0.0005512425],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2008449,0.05090357,0.6141124,0.017333,0.005575127,0.01164267,0.001133315,0.0007661849,0.09768863],"genre_scores_gemma":[0.6767609,0.009689583,0.2881919,0.005315655,0.000899725,0.01558313,0.0009792313,0.0003453121,0.002234565],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6601674,"threshold_uncertainty_score":0.814104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5188994451315122,"score_gpt":0.5876414187199871,"score_spread":0.06874197358847489,"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."}}