{"id":"W4413682641","doi":"10.1016/j.cedpsych.2025.102404","title":"Make or break STEM course experiences: Profiles of situated expectancy, value, cost, and major intentions","year":2025,"lang":"en","type":"article","venue":"Contemporary Educational Psychology","topic":"Education, Achievement, and Giftedness","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"Fonds de Recherche du Québec-Société et Culture; Fonds de recherche du Québec","keywords":"Situated; Expectancy theory; Psychology; Value (mathematics); Developmental psychology; Course (navigation); Life expectancy; Mathematics education; Social psychology; Sociology; Demography; Statistics; Computer science; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001397827,0.0001212387,0.0002043116,0.0007254387,0.0005325741,0.002382897,0.0003297306,0.0006966611,0.002839565],"category_scores_gemma":[0.01071729,0.0001806648,0.0002322823,0.000418569,0.0008646557,0.001282633,0.001409046,0.001169145,0.0002451216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003380552,"about_ca_system_score_gemma":0.0004061675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001967913,"about_ca_topic_score_gemma":0.003977467,"domain_scores_codex":[0.9995908,0.0001137654,0.00002427134,0.00004155009,0.0001228335,0.0001067219],"domain_scores_gemma":[0.9940696,0.002788404,0.001107888,0.0003350943,0.0003517451,0.00134733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007616146,0.0007219813,0.9419781,0.00004651208,0.00009202833,0.0001833359,0.02830219,0.0003510275,0.003398501,0.00250827,0.0002259414,0.02143039],"study_design_scores_gemma":[0.00001201783,0.0002909771,0.9682146,0.00002287586,0.00002713885,0.000186849,0.02608209,0.0007505117,0.0006384407,0.002797646,0.0009520163,0.00002491941],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998147,0.00004213742,0.0001463518,0.00004014455,0.000002138293,0.000005165604,0.00002759139,0.000003158824,0.001586327],"genre_scores_gemma":[0.9996607,0.00002398117,0.00005828439,0.000009541787,0.000001160816,0.000002137748,0.00003655175,0.000002087067,0.0002054547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002839565,"threshold_uncertainty_score":0.009499311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07252514601728594,"score_gpt":0.4190031235095321,"score_spread":0.3464779774922461,"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."}}