{"id":"W2920836407","doi":"10.4324/9781315626079-11","title":"21st Century Learning as Discovery","year":2017,"lang":"en","type":"book-chapter","venue":"","topic":"Higher Education Learning Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Psychology","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":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007679911,0.0002107898,0.0002419581,0.00007655963,0.001694899,0.001083501,0.0005869191,0.0003994262,0.01703697],"category_scores_gemma":[0.001198865,0.0002090933,0.0001295614,0.0000115526,0.0004145139,0.001091362,0.0000955968,0.0009406508,0.008620301],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001612866,"about_ca_system_score_gemma":0.0009333322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003086274,"about_ca_topic_score_gemma":0.0008383023,"domain_scores_codex":[0.9983218,0.0001291747,0.0001944111,0.0003865126,0.0006757619,0.0002923047],"domain_scores_gemma":[0.9982539,0.0004155013,0.0006307383,0.000406567,0.000131827,0.0001615104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004423458,0.00001446267,0.0004698121,0.00001050822,0.00005615292,0.000006922321,0.008567748,0.000001729714,0.000001257365,0.9758475,0.006902939,0.008116556],"study_design_scores_gemma":[0.00004289772,0.00001945876,0.00008151648,0.00008805208,0.00004637427,6.233528e-7,0.002559473,1.170805e-7,0.000001008889,0.004934271,0.9919524,0.0002738657],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00007542608,0.0005314945,0.000003786566,0.005349948,0.001560481,0.000167645,0.000001667291,0.0001852777,0.9921243],"genre_scores_gemma":[0.01139338,0.004471371,0.0001162114,0.0002844879,0.001588295,0.000005441547,0.00002091109,0.00004945085,0.9820704],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9850494,"threshold_uncertainty_score":0.9999534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03833792527122828,"score_gpt":0.3680907485928061,"score_spread":0.3297528233215778,"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."}}