{"id":"W2104137131","doi":"10.1177/0894845310384593","title":"Using the Self-Directed Search in Research","year":2011,"lang":"en","type":"article","venue":"Journal of Career Development","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Psychology; Construct (python library); Item response theory; Confirmatory factor analysis; Psychometrics; Construct validity; Test validity; Social psychology; Item analysis; Developmental psychology; Statistics; Structural equation modeling; Computer science; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01209741,0.0005749105,0.0006869186,0.007611422,0.00151225,0.002856069,0.0008278511,0.0004445977,0.001683252],"category_scores_gemma":[0.02595994,0.0002295351,0.0007915274,0.008028364,0.0014648,0.001348736,0.001820295,0.0005640368,0.0003712136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006064499,"about_ca_system_score_gemma":0.01409987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1077233,"about_ca_topic_score_gemma":0.1733458,"domain_scores_codex":[0.9906426,0.004275211,0.0009089272,0.0007207493,0.003077793,0.0003746565],"domain_scores_gemma":[0.9826404,0.008139959,0.002688487,0.001594082,0.004121395,0.0008155407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000188283,0.0006496548,0.4282167,0.001686726,0.0003869335,0.0001988845,0.02234644,0.002001742,0.001713555,0.01893534,0.005206459,0.5184693],"study_design_scores_gemma":[0.0001861791,0.001122937,0.879241,0.001548288,0.0003263466,0.0005744919,0.02545495,0.00711164,0.002855494,0.01788676,0.06343156,0.0002604111],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8678499,0.003304152,0.06352602,0.001223436,0.0001586465,0.008858681,0.003419848,0.0003469474,0.05131237],"genre_scores_gemma":[0.9287327,0.001547215,0.0588562,0.0003252777,0.00002593705,0.005608843,0.001962792,0.0000273529,0.002913786],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.1077233,"threshold_uncertainty_score":0.2141926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9420385114053806,"score_gpt":0.5890046795798196,"score_spread":0.353033831825561,"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."}}