{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09405232,0.001350478,0.001094598,0.00556546,0.003994304,0.004825458,0.003016215,0.001235561,0.006139799],"category_scores_gemma":[0.1648136,0.0008601171,0.000709712,0.002835366,0.003713814,0.005108512,0.01227574,0.002747835,0.002253111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003272813,"about_ca_system_score_gemma":0.009405216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002275787,"about_ca_topic_score_gemma":0.004710047,"domain_scores_codex":[0.849569,0.1070305,0.006027799,0.008787215,0.0254816,0.003103916],"domain_scores_gemma":[0.8184273,0.09551124,0.01430344,0.02498066,0.04007345,0.006703816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009378509,0.001736809,0.01757031,0.001969859,0.0001691239,0.0008198114,0.1102133,0.003203899,0.02126151,0.007700684,0.01181142,0.8226054],"study_design_scores_gemma":[0.001627487,0.0117988,0.08836456,0.00674986,0.0005939786,0.00251249,0.1726863,0.03558309,0.07533064,0.05952595,0.544107,0.001119866],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2835558,0.001936196,0.6266325,0.005611517,0.001346126,0.01787223,0.0005725827,0.002302428,0.06017062],"genre_scores_gemma":[0.5569394,0.001078075,0.4091819,0.000920472,0.000631273,0.0175409,0.0004134629,0.0007157611,0.01257876],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.09405232,"threshold_uncertainty_score":0.4974022,"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."}}