{"id":"W4399488835","doi":"10.22318/icls2024.115171","title":"Connecting the Dots: Expanding on What is Scaffolded in Inquiry-Based Lab Approaches for College-level Physics","year":2024,"lang":"en","type":"article","venue":"Proceedings.","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vanier College","funders":"","keywords":"Mathematics education; Physics; Computer science; Nanotechnology; Psychology; Materials science","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":[0.0003273163,0.0002567261,0.0001999318,0.0001309216,0.0001153019,0.0003940626,0.0002060051,0.00009655955,0.000008741031],"category_scores_gemma":[0.00005376968,0.000220607,0.00008618331,0.0004986918,0.00002678221,0.0005098214,0.00003631055,0.0003120978,0.00001699066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002719276,"about_ca_system_score_gemma":0.00001384957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001839884,"about_ca_topic_score_gemma":6.599102e-7,"domain_scores_codex":[0.9988778,0.000004170794,0.0002253905,0.0003200182,0.0001868678,0.000385744],"domain_scores_gemma":[0.9996262,0.000180458,0.00002485696,0.00009784923,0.00002505615,0.00004562683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001073129,0.0001604644,0.0003837547,0.005222347,0.0003363167,0.00001515207,0.07476364,0.6987174,0.08793744,0.05807762,0.006464585,0.06781398],"study_design_scores_gemma":[0.0004002929,0.00005463106,0.00002748064,0.001090747,0.00001451781,0.000003648273,0.0098626,0.8302327,0.1525588,0.0002652763,0.005172886,0.0003163638],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9475153,0.00707681,0.0317282,0.0007747794,0.003185735,0.001881967,0.00004616678,0.002708061,0.005082984],"genre_scores_gemma":[0.9946614,0.00003903193,0.004300134,0.00008584758,0.0004166828,0.0003158637,0.000007117791,0.0001286857,0.00004525232],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1315154,"threshold_uncertainty_score":0.8996094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07612152058038449,"score_gpt":0.2792039278050171,"score_spread":0.2030824072246326,"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."}}