{"id":"W2720791450","doi":"10.7202/1072826ar","title":"In Memory of Murray","year":2020,"lang":"en","type":"article","venue":"Paideusis","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003964994,0.00002254264,0.00005281693,0.0000208185,0.00003705883,0.000007606794,0.00009504888,0.00002429539,0.001456302],"category_scores_gemma":[0.0009839075,0.00002306877,0.00001933796,0.0002227848,0.00006030105,0.0001873864,0.000006378694,0.00005109098,0.00008574041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001096461,"about_ca_system_score_gemma":0.0001144643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002379504,"about_ca_topic_score_gemma":0.0008773122,"domain_scores_codex":[0.9995059,0.0001409554,0.00008006701,0.00006390078,0.0001342862,0.00007484982],"domain_scores_gemma":[0.9994833,0.0003683809,0.00004124299,0.00003440206,0.000024207,0.00004843511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004788161,0.0001670049,0.1330196,0.00009893061,0.00002673783,0.000006370944,0.7447954,0.0000297549,0.001780009,0.06862807,0.0400399,0.01136028],"study_design_scores_gemma":[0.0002080545,0.0000361191,0.02265971,0.00002074015,0.0000169968,1.570557e-7,0.208802,0.0000199597,0.00180676,0.004458562,0.7618108,0.0001601078],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3641168,0.0004520887,0.00001874943,0.3174239,0.0002677211,0.0001004418,0.000002470737,0.00002146906,0.3175964],"genre_scores_gemma":[0.9960116,0.00004415366,0.0003064727,0.002860344,0.0002138909,0.000002808563,4.643532e-7,0.00000193862,0.0005583225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7217709,"threshold_uncertainty_score":0.9994565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1309140340352542,"score_gpt":0.3899941679890492,"score_spread":0.259080133953795,"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."}}