{"id":"W4383961801","doi":"10.1108/978-1-80382-513-720231002","title":"A Social Network Lens on Curriculum Realisation","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Realisation; Lens (geology); Curriculum; Through-the-lens metering; Sociology; Computer science; Pedagogy; Optics; Physics; Astronomy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001172332,0.0003878141,0.0001408366,0.001172658,0.002038428,0.0065156,0.000778436,0.001509669,0.01500298],"category_scores_gemma":[0.002694845,0.0001986835,0.0001542215,0.001683781,0.006086377,0.006307947,0.00225179,0.001946993,0.00126023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003968772,"about_ca_system_score_gemma":0.001561381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004932443,"about_ca_topic_score_gemma":0.01016178,"domain_scores_codex":[0.9989824,0.0007306424,0.00001506193,0.0000607143,0.0001537556,0.00005751144],"domain_scores_gemma":[0.9986005,0.001103781,0.00007028926,0.00005422005,0.00008556107,0.00008565283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00000253957,0.00001271666,0.0001691033,0.00002358339,0.000001024707,0.00004990343,0.008799721,0.0002628804,0.00006072461,0.9637274,0.007118716,0.01977174],"study_design_scores_gemma":[0.000003607357,0.00001734351,0.001278529,0.0003212485,0.000002915365,0.0001552837,0.01927691,0.001068599,0.0002472042,0.4296629,0.547956,0.000009542044],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.007972821,0.003785755,0.009014697,0.008027597,0.0003802223,0.00002243264,0.00003055141,0.00003531385,0.9707305],"genre_scores_gemma":[0.5070864,0.009281749,0.01050972,0.001523511,0.0005835684,0.0001926516,0.00008634132,0.000181623,0.4705544],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01500298,"threshold_uncertainty_score":0.05019003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0549441935399773,"score_gpt":0.3293832637595148,"score_spread":0.2744390702195375,"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."}}