{"id":"W4391614924","doi":"10.18260/1-2--42328","title":"Assessment of a Survey Instrument for Measuring Affective Pathways","year":2024,"lang":"en","type":"article","venue":"","topic":"Teaching and Learning Programming","field":"Computer Science","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"National Science Foundation","keywords":"Set (abstract data type); Think aloud protocol; Psychology; Survey research; Process (computing); Mathematics education; Order (exchange); Computer science; Social psychology; Applied psychology; Human–computer interaction","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":[0.001851933,0.00007229098,0.0001057888,0.00008140373,0.00006344281,0.0001607722,0.0002502929,0.00002456579,0.000002283982],"category_scores_gemma":[0.00008212535,0.00005850385,0.00006589837,0.0001862429,0.00001136783,0.0001508253,0.00009599773,0.0001198842,0.000002165914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000563245,"about_ca_system_score_gemma":0.0001011375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002746696,"about_ca_topic_score_gemma":0.00004127686,"domain_scores_codex":[0.9991628,0.0001372687,0.0001231724,0.0002502449,0.000170453,0.0001560867],"domain_scores_gemma":[0.9992912,0.0004125876,0.00002855997,0.0001886862,0.00004395136,0.00003503357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000001532461,0.00005012704,0.007482076,0.0001017222,0.00004853584,0.000001959062,0.001245488,0.0002526945,0.0005457279,0.1242983,0.00009221657,0.8658797],"study_design_scores_gemma":[0.0006460591,0.001047848,0.4086035,0.00043145,0.00002145288,0.00001361091,0.0002124187,0.5533432,0.004620907,0.001981623,0.0285669,0.0005109577],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04143962,0.00007719432,0.9566746,0.00008192992,0.000363297,0.0001626477,0.000002010938,0.0003061455,0.0008925979],"genre_scores_gemma":[0.7939855,8.985725e-7,0.2058659,0.00000888687,0.00001564286,0.00002507698,0.000001639585,0.00000542227,0.00009108179],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8653687,"threshold_uncertainty_score":0.2385718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08942058283413672,"score_gpt":0.314291602816059,"score_spread":0.2248710199819223,"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."}}