{"id":"W2803987840","doi":"","title":"Using digital peer observation to balance professional development and performance evaluation","year":2018,"lang":"en","type":"article","venue":"Journal of academic language and learning","topic":"Reflective Practices in Education","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Collegiality; CLARITY; Process (computing); Peer feedback; Professional development; Computer science; Psychology; Process management; Pedagogy; Business","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":[],"consensus_categories":[],"category_scores_codex":[0.003239808,0.00004222074,0.00006350157,0.00007085864,0.0004148675,0.00006191985,0.0000585531,0.00006197438,0.00002742243],"category_scores_gemma":[0.002801337,0.00003531955,0.000007078629,0.0001325249,0.00004970254,0.001122876,0.00002271305,0.0004055275,0.000002916445],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001318493,"about_ca_system_score_gemma":0.0002961923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001344711,"about_ca_topic_score_gemma":0.000003095842,"domain_scores_codex":[0.9989935,0.0001724977,0.0001754058,0.00007238811,0.0004851122,0.0001010837],"domain_scores_gemma":[0.9991137,0.00009866935,0.0002706491,0.0000196618,0.0004328768,0.00006442291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00004331472,0.000009020108,0.2531051,0.000006585779,0.000009986672,4.943402e-7,0.2845092,0.00005576195,0.004222805,0.00002974369,0.00008781646,0.4579202],"study_design_scores_gemma":[0.0005571895,0.0002423842,0.7012101,0.0004739325,0.0000492351,0.00005328815,0.120465,0.005853996,0.002668356,0.0001527865,0.1680298,0.0002438878],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964774,0.0002866717,0.0003217266,0.0009219356,0.0003589788,0.0000784762,7.078835e-8,0.000004435823,0.001550305],"genre_scores_gemma":[0.9913965,0.00003738469,0.006362161,0.0001281188,0.0007946952,0.000001258918,7.593241e-7,0.0000038718,0.001275223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4576763,"threshold_uncertainty_score":0.3353664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0843463409123782,"score_gpt":0.4553213590818707,"score_spread":0.3709750181694925,"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."}}