{"id":"W4393955411","doi":"10.25035/jche.02.01.04","title":"Educational Evaluation as Hermes","year":2024,"lang":"en","type":"article","venue":"Journal of Contemplative and Holistic Education","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kwantlen Polytechnic University","funders":"","keywords":"Psychology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005318938,0.00008524162,0.0001693492,0.0004504275,0.0001132121,0.0004088678,0.0001393434,0.00003791856,0.002683389],"category_scores_gemma":[0.003112003,0.00005801691,0.00006844055,0.0003484529,0.00006578372,0.0009527769,0.00001337088,0.0001423226,0.0001675974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179238,"about_ca_system_score_gemma":0.00411989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001954651,"about_ca_topic_score_gemma":0.0000139844,"domain_scores_codex":[0.9974592,0.0002594979,0.0006701333,0.0001569873,0.00137592,0.00007831514],"domain_scores_gemma":[0.9956473,0.001603665,0.0003553886,0.0001136588,0.002181139,0.00009891762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00006246532,0.0001843254,0.01184601,0.00002891745,0.00008092347,0.000001400046,0.01009466,0.00006499835,0.000543714,0.3135055,0.05464326,0.6089438],"study_design_scores_gemma":[0.0003858796,0.0002728433,0.2305193,0.0002720578,0.0001278405,0.0002138117,0.01030783,0.00802904,0.000122253,0.6183651,0.1312383,0.0001457579],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.910019,0.006083399,0.002494063,0.01756407,0.004264928,0.0002405959,0.000005631963,0.000006364396,0.05932195],"genre_scores_gemma":[0.9936906,0.0001029023,0.0003504299,0.000355632,0.0007457696,0.00001243021,0.000006862386,0.000005085799,0.004730322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.608798,"threshold_uncertainty_score":0.9982283,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3811328744922947,"score_gpt":0.6170466990209954,"score_spread":0.2359138245287007,"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."}}