{"id":"W4285677714","doi":"10.18733/cpi29636","title":"\"Notes from My Desk\"","year":2022,"lang":"en","type":"article","venue":"Cultural and Pedagogical Inquiry","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queensland University of Technology","keywords":"Desk; Library science; Engineering; Management; Sociology; Political science; Computer science; Economics; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.00149782,0.0008718502,0.0003645617,0.0008830525,0.004995041,0.004390677,0.001105445,0.002341493,0.1412391],"category_scores_gemma":[0.01146358,0.0002925918,0.00044478,0.001192392,0.0008134739,0.003949659,0.002356894,0.006159011,0.1012612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002536584,"about_ca_system_score_gemma":0.003200913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01631349,"about_ca_topic_score_gemma":0.03651495,"domain_scores_codex":[0.998574,0.0003662017,0.00006041144,0.0001518316,0.000654054,0.000193566],"domain_scores_gemma":[0.995362,0.0007483023,0.0001454882,0.0001683154,0.002888717,0.0006872701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002799229,0.000001296313,0.00001177707,0.000008601382,2.049622e-7,0.00001053262,0.00005273635,0.000002758058,0.00001335454,0.0003518282,0.9965858,0.002958224],"study_design_scores_gemma":[9.237514e-7,0.000002341972,0.0001087801,0.00003980537,3.726595e-7,0.00002312045,0.0003145355,0.000004138774,0.00002326961,0.0002252581,0.9992549,0.000002705194],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.001058147,0.01954462,0.001256435,0.5532103,0.1703223,0.0001346367,0.00253774,0.0004639841,0.2514718],"genre_scores_gemma":[0.005491422,0.007861069,0.0005353914,0.1502769,0.02058031,0.0001381371,0.001023676,0.0003771795,0.8137159],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1412391,"threshold_uncertainty_score":0.4724919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7591870353998091,"score_gpt":0.5461937688885782,"score_spread":0.212993266511231,"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."}}