{"id":"W2900648999","doi":"10.1119/perc.2018.pr.cai","title":"Using reflections to explore student learning during the project component of an advanced laboratory course","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University; National Science Foundation","keywords":"Teamwork; Component (thermodynamics); Project-based learning; Course (navigation); Mathematics education; Psychology; Qualitative property; Medical education; Computer science; Knowledge management; Pedagogy; Engineering; Medicine; Management","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":[0.01134271,0.001521486,0.0006978861,0.001417733,0.002518442,0.00589151,0.00223553,0.002632625,0.001950826],"category_scores_gemma":[0.05458095,0.0006695738,0.0007030154,0.0007793457,0.003544263,0.004045879,0.004481674,0.005205453,0.001032791],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001709392,"about_ca_system_score_gemma":0.001768001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006306388,"about_ca_topic_score_gemma":0.001329409,"domain_scores_codex":[0.9864072,0.009625467,0.0003717102,0.0008402329,0.001675061,0.001080314],"domain_scores_gemma":[0.9584159,0.02861331,0.003682045,0.002587193,0.003941204,0.002760353],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004047245,0.00156423,0.01200402,0.0005430861,0.00008604991,0.00255446,0.8376745,0.001175255,0.01249209,0.003788819,0.007147486,0.1205654],"study_design_scores_gemma":[0.0001425472,0.004532895,0.02336349,0.001059089,0.0001549823,0.002198697,0.8169844,0.005768153,0.02408074,0.008709995,0.1126466,0.0003585182],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9235433,0.0004466566,0.05575351,0.004508867,0.0003772426,0.0005057079,0.0001998469,0.0005536848,0.01411105],"genre_scores_gemma":[0.9627851,0.0006749395,0.02551973,0.001065205,0.0001313695,0.000505203,0.0002143547,0.0002900308,0.008814123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01134271,"threshold_uncertainty_score":0.05998665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1624100525612121,"score_gpt":0.5356824960857733,"score_spread":0.3732724435245612,"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."}}