{"id":"W1953327458","doi":"10.26522/brocked.v22i1.303","title":"The Gift of Education","year":2012,"lang":"en","type":"article","venue":"Brock Education Journal","topic":"Educational Challenges and Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Gift giving; Pedagogy; Sociology; Psychology; Aesthetics; Art; Law; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0002832956,0.00006451058,0.00005614879,0.0001082663,0.0004309265,0.0001206998,0.0005175025,0.00002786852,0.00003993833],"category_scores_gemma":[0.0001984185,0.00004663119,0.00004575503,0.0003651925,0.00002551998,0.0008090831,0.00003856149,0.0001512104,0.00003444682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006602798,"about_ca_system_score_gemma":0.002342974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000361309,"about_ca_topic_score_gemma":0.000001143694,"domain_scores_codex":[0.9992034,0.00005670968,0.0002642586,0.00007195688,0.0002271688,0.0001764899],"domain_scores_gemma":[0.9985151,0.0001018483,0.0002730562,0.0002759325,0.0006785934,0.0001554232],"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":[0.000001200925,0.0005041618,0.003459056,0.000006302763,0.00001182623,5.510573e-9,0.001334903,0.000003497371,0.000292129,0.6219257,0.2113294,0.1611319],"study_design_scores_gemma":[0.00006778716,0.00003366891,0.1135876,0.00002980252,0.000007261333,0.0002230459,0.004750056,0.00003000112,0.0005172649,0.02495393,0.8556777,0.0001218638],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3827457,0.05118555,0.2006153,0.1742253,0.08080386,0.0008377166,0.000003712308,0.0001522015,0.1094307],"genre_scores_gemma":[0.9770135,0.0003736681,0.01455248,0.000775238,0.001908662,0.00002569938,0.000002887223,0.000006526967,0.005341331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6443483,"threshold_uncertainty_score":0.4156335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02592177343537901,"score_gpt":0.3147713340203722,"score_spread":0.2888495605849932,"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."}}