{"id":"W2887680527","doi":"10.1007/s11165-018-9751-6","title":"Two Crucial Years of Science and Technology Schooling: A Longitudinal Study of the Major Influences on and Interactions Between Self-Concept, Interest, and the Intention to Pursue S&amp;T","year":2018,"lang":"en","type":"article","venue":"Research in Science Education","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke; Université du Québec à Montréal","funders":"","keywords":"Novelty; Construct (python library); Structural equation modeling; Psychology; Reciprocal; Perception; Longitudinal study; Social psychology; Regression analysis; Mathematics education; Computer science; Mathematics; Statistics","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":[],"consensus_categories":[],"category_scores_codex":[0.003237143,0.0003222687,0.0004471066,0.0008097443,0.001927054,0.001960532,0.00073578,0.002067758,0.002457796],"category_scores_gemma":[0.00648355,0.0006665832,0.0009592478,0.001017187,0.000982612,0.001875558,0.001666416,0.003363515,0.0007263771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008191656,"about_ca_system_score_gemma":0.002088023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03667162,"about_ca_topic_score_gemma":0.05928394,"domain_scores_codex":[0.9990846,0.0003195262,0.00004972647,0.0001248197,0.0001016304,0.0003196591],"domain_scores_gemma":[0.9922131,0.001479206,0.001814258,0.0005819933,0.0005983735,0.003313041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004413722,0.001312227,0.9925182,0.000008819151,0.00008273989,0.0001041643,0.002464246,0.00007170811,0.0003701183,0.0001786403,0.0002166598,0.002231177],"study_design_scores_gemma":[0.00001274541,0.0003658458,0.9957336,0.00001465303,0.00004389639,0.00006549288,0.002685453,0.0002398627,0.0001412526,0.00010929,0.0005717381,0.00001620787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990972,0.0001871148,0.00005396333,0.0001767221,0.000012052,0.000008700756,0.0001582582,0.000002648653,0.0003033575],"genre_scores_gemma":[0.9987179,0.00008179127,0.00005336613,0.00006648328,0.000006580476,0.00001820081,0.0002341042,0.000002355219,0.0008192656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03667162,"threshold_uncertainty_score":0.07291633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1732469998826901,"score_gpt":0.4875456489896922,"score_spread":0.3142986491070021,"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."}}