{"id":"W2018508070","doi":"10.1002/nha3.10117","title":"Evaluation of Adult Learners: Ethical Issues","year":2000,"lang":"en","type":"article","venue":"New Horizons in Adult Education and Human Resource Development","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Credibility; Curriculum; Ethical issues; Quality (philosophy); Assessment for learning; Psychology; Computer science; Engineering ethics; Pedagogy; Formative assessment; Political science; Engineering","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":[0.004540296,0.0001083664,0.0001431931,0.000201711,0.000460279,0.00008345523,0.0001905359,0.0001869395,0.002545129],"category_scores_gemma":[0.00176123,0.0001171017,0.00002330762,0.000235011,0.0001549611,0.0001718072,0.00001921951,0.0003618644,0.00006481014],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003044305,"about_ca_system_score_gemma":0.002084104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00541296,"about_ca_topic_score_gemma":0.007426758,"domain_scores_codex":[0.9966267,0.001130525,0.0004140626,0.0002734785,0.001365553,0.0001896845],"domain_scores_gemma":[0.9988847,0.0001372218,0.0001630991,0.0001612369,0.0005178717,0.0001358589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001465472,0.0002800399,0.004430409,0.0000124064,0.00001817192,1.058778e-7,0.1728306,0.00006408858,0.00002313387,0.0533556,0.008037405,0.7609334],"study_design_scores_gemma":[0.0009716302,0.00007488354,0.06287802,0.0002589353,0.0000653565,0.000001136347,0.06994515,0.00008041874,0.0001624881,0.004357358,0.8609039,0.0003006924],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8767411,0.0001558518,0.000005081461,0.01741696,0.0001070587,0.0003358777,3.37739e-7,0.00003705682,0.1052007],"genre_scores_gemma":[0.9774712,0.0001167277,0.0045778,0.0006524141,0.0002358344,0.000052749,0.00002026277,0.00001154937,0.01686142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8528665,"threshold_uncertainty_score":0.9983667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09011195925501389,"score_gpt":0.4520830073739415,"score_spread":0.3619710481189276,"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."}}