{"id":"W4206339255","doi":"10.5539/hes.v12n1p96","title":"Assessing Students’ Approaches and Perceptions to Learning in Physics Experiments Based on Simulations and At-Home Lab Kits","year":2022,"lang":"en","type":"article","venue":"Higher Education Studies","topic":"Experimental Learning in Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Enthusiasm; Relevance (law); Psychology; Perception; Mathematics education; Medical education; Computer science; Multimedia; Medicine; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003102153,0.0004135155,0.000381687,0.0008589083,0.000533702,0.002061541,0.0005325028,0.0004701089,0.003022982],"category_scores_gemma":[0.01327579,0.0002639609,0.0005220387,0.0004330414,0.0005154145,0.0007818297,0.001301882,0.0008787275,0.0006195062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004663877,"about_ca_system_score_gemma":0.0007335799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006662183,"about_ca_topic_score_gemma":0.001334403,"domain_scores_codex":[0.9965306,0.001315202,0.0002555289,0.0002907409,0.001245853,0.0003620893],"domain_scores_gemma":[0.984643,0.004946272,0.004309277,0.0004508926,0.002244084,0.003406507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003379997,0.005874726,0.8531381,0.000390865,0.0001449975,0.0003888386,0.02903028,0.0009524138,0.02220264,0.000227516,0.0007997665,0.08651181],"study_design_scores_gemma":[0.00004371671,0.004613587,0.9364674,0.00009857277,0.00007682524,0.0004207619,0.0452003,0.00208206,0.006791786,0.0002712752,0.00383006,0.000103615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988946,0.00001936098,0.0003715448,0.00003347026,0.000002809165,0.00001988955,0.000008603928,0.000007826394,0.0006419772],"genre_scores_gemma":[0.9979489,0.00006610755,0.001161873,0.00004850255,0.00000482342,0.00003424575,0.0000307659,0.000003707394,0.0007010369],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003102153,"threshold_uncertainty_score":0.01640594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06766654433400611,"score_gpt":0.3605344418463031,"score_spread":0.292867897512297,"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."}}