{"id":"W7133096264","doi":"","title":"Benefits and barriers : taking learning outside of the classroom","year":2022,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Educational Environments and Student Outcomes","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Data collection; Experiential learning","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002341446,0.00007635203,0.0001129217,0.0000292761,0.0007914999,0.0000252692,0.0001867686,0.00006312747,0.001703176],"category_scores_gemma":[0.0003240912,0.0000635041,0.0000544174,0.00009174275,0.00006031155,0.00002911731,0.00004191288,0.0002333571,0.000001613421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007821549,"about_ca_system_score_gemma":0.0001698055,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002038269,"about_ca_topic_score_gemma":0.002027739,"domain_scores_codex":[0.9990657,0.0001088041,0.0001006176,0.0001334193,0.0004718513,0.0001196065],"domain_scores_gemma":[0.9995133,0.00009592225,0.0002494356,0.00008088149,0.00001467191,0.00004578543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001155935,0.00002282088,0.4986636,0.00004132694,0.00006773463,3.279078e-7,0.4571664,0.0005036249,0.0000402624,0.03487739,0.0006499065,0.007955045],"study_design_scores_gemma":[0.0000576893,0.000008925327,0.4613932,0.00003518662,0.00003172506,7.472033e-8,0.4304399,0.000001379794,0.00001386179,0.0001041114,0.1078253,0.00008861292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9055669,0.0009411674,1.323584e-7,0.001089793,0.0005611609,0.0001246955,0.00000195482,0.000008972575,0.09170528],"genre_scores_gemma":[0.855929,0.0004515834,0.00001913992,0.00005766551,0.00005732998,0.00001351899,0.0000182202,0.00001056791,0.143443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1071754,"threshold_uncertainty_score":0.9992094,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02399945785122918,"score_gpt":0.368218243047536,"score_spread":0.3442187851963068,"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."}}