{"id":"W1860693644","doi":"","title":"Exploring the Potential Benefits of Holistic Education: A Formative Analysis","year":2015,"lang":"en","type":"article","venue":"Other Education","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Graduation (instrument); Formative assessment; Holistic education; Meaning (existential); Holistic health; Pedagogy; Higher education; Medical education; Natural (archaeology); Identity (music); Psychology; Sociology; Engineering ethics; Public relations; Political science; Engineering; Medicine; MEDLINE; Aesthetics","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":[0.0002495426,0.00007324968,0.00008966607,0.0002471552,0.00008470125,0.00006321964,0.000407573,0.00001685954,0.00002216083],"category_scores_gemma":[0.00005059483,0.00005647329,0.00005249659,0.001392401,0.00002936227,0.000706019,0.00004133418,0.00005640861,0.00002603575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006435327,"about_ca_system_score_gemma":0.0009028189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002419308,"about_ca_topic_score_gemma":0.00002939467,"domain_scores_codex":[0.9992791,0.00004507555,0.0002084834,0.0001466099,0.000225046,0.00009564739],"domain_scores_gemma":[0.9987277,0.00003960756,0.0001595778,0.0004250467,0.0005933527,0.00005467355],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000002294263,0.0004956009,0.0008970749,0.00001085147,0.0001062034,1.034635e-8,0.02159964,0.001571813,0.00002299644,0.9069192,0.003956288,0.06441806],"study_design_scores_gemma":[0.0004607365,0.0002180482,0.7531071,0.0001387568,0.0005272056,0.00002267393,0.07095355,0.01220698,0.00116282,0.08638354,0.07403444,0.0007841571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8201991,0.001431464,0.1267941,0.01928503,0.004462559,0.0003528004,0.000008939415,0.00007063238,0.02739536],"genre_scores_gemma":[0.9917186,0.00002169717,0.006615872,0.0004216093,0.0003383682,0.0001459308,0.00001439681,0.000006003153,0.0007175158],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8205356,"threshold_uncertainty_score":0.2302914,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2041708563331607,"score_gpt":0.3459036305306196,"score_spread":0.1417327741974589,"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."}}