{"id":"W4225472174","doi":"10.1177/23328584221083662","title":"Instructional Supports for Motivation Trajectories in Introductory College Engineering","year":2022,"lang":"en","type":"article","venue":"AERA Open","topic":"Career Development and Diversity","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"National Science Foundation","keywords":"Psychology; Competence (human resources); Expectancy theory; Perception; Autonomy; Self-efficacy; Self-determination theory; Goal theory; Social psychology; Intrinsic motivation; Mathematics education","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000480615,0.00003294818,0.00005876474,0.00005740287,0.0004107108,0.00004127655,0.0002077781,0.00001409294,0.0005287],"category_scores_gemma":[0.0001058565,0.00004207186,0.00001519001,0.0002226131,0.00001761749,0.0002859981,0.0001590622,0.00004850976,0.000001056106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00026631,"about_ca_system_score_gemma":0.0002467054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001225412,"about_ca_topic_score_gemma":0.001069214,"domain_scores_codex":[0.9995072,0.00002513665,0.00007093899,0.0001079168,0.0001813679,0.0001074251],"domain_scores_gemma":[0.9998357,0.00005399534,0.00002074493,0.00003715234,0.00002993444,0.00002251809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000166853,0.00009854051,0.4782929,0.00001550612,0.00003162306,0.00001131124,0.03989265,0.0009387509,0.0002291188,0.4092841,0.06739187,0.003646744],"study_design_scores_gemma":[0.0006505921,0.00002343261,0.2694911,0.000002722289,0.000003269702,0.000001051697,0.01160894,0.00002773359,0.00008175823,0.001493878,0.7164733,0.0001422445],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925752,0.000007351391,0.00002198098,0.001271996,0.001088356,0.000488503,0.00004608608,0.00001969123,0.004480778],"genre_scores_gemma":[0.9969201,0.000001487199,0.0009232932,0.00006862887,0.000122964,0.00007231878,0.00004574387,0.000003011869,0.001842428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6490814,"threshold_uncertainty_score":0.5788894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02700395369843779,"score_gpt":0.2600714926906458,"score_spread":0.2330675389922081,"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."}}