{"id":"W2279799881","doi":"10.1063/1.4937711","title":"Pedagogical changes in an astronomy course for non-physics majors: Student and professor perspectives","year":2015,"lang":"en","type":"article","venue":"AIP conference proceedings","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Course (navigation); Mathematics education; Astronomy; Physics education; Physics; Computer science; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113259,0.0001137507,0.0001581333,0.00005739713,0.0002574043,0.0002838245,0.0002984439,0.0000768829,0.00005173282],"category_scores_gemma":[0.0002035321,0.0001057558,0.00001727443,0.0002068845,0.0003863661,0.0006096404,0.0000457366,0.0001388827,0.000007105257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000978786,"about_ca_system_score_gemma":0.0008084123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002797766,"about_ca_topic_score_gemma":0.00183869,"domain_scores_codex":[0.9988256,0.0000307613,0.0001173577,0.0003607331,0.0003026424,0.0003629379],"domain_scores_gemma":[0.9988889,0.00005622813,0.00008297702,0.00005697665,0.0006282644,0.0002867042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002045987,0.0002105145,0.2470318,0.000007323614,0.000003207706,1.952036e-7,0.6251659,5.244039e-8,0.0001265814,0.1218085,0.0003277105,0.005297743],"study_design_scores_gemma":[0.0004192668,0.0002805585,0.0436974,0.00002164152,0.000008836881,5.306416e-7,0.9397256,0.0001462292,0.00002973518,0.005994979,0.009514285,0.0001609546],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9818894,0.00003836264,0.0007098184,0.01211715,0.0002066453,0.000685351,0.000002892441,0.00003952486,0.004310894],"genre_scores_gemma":[0.9961708,0.00002400918,0.0012598,0.000148222,0.0005022121,0.0002390067,0.000002085597,0.000006784564,0.00164705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3145597,"threshold_uncertainty_score":0.4312598,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2269405632942888,"score_gpt":0.4674977726796936,"score_spread":0.2405572093854048,"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."}}