{"id":"W2802714950","doi":"10.36510/learnland.v1i2.264","title":"Students Helping Students","year":2008,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preference; Psychology; Mathematics education; Pedagogy; Mathematics","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":[0.001773714,0.001103448,0.000368924,0.0006695779,0.004217606,0.005643562,0.00154969,0.001956158,0.07405373],"category_scores_gemma":[0.005074694,0.0003574639,0.0006191871,0.0005360157,0.002223347,0.002326702,0.006331198,0.002843323,0.04155409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338947,"about_ca_system_score_gemma":0.003034133,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001040533,"about_ca_topic_score_gemma":0.005206542,"domain_scores_codex":[0.9979074,0.0007542781,0.00005479272,0.0002683646,0.0004533619,0.0005617531],"domain_scores_gemma":[0.994304,0.0002610519,0.000271407,0.0004930392,0.000900182,0.003770193],"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":[0.0001178923,0.001011689,0.006392334,0.0002601841,0.00001563145,0.0007491241,0.03731167,0.0004024831,0.005652704,0.02886886,0.5787652,0.3404523],"study_design_scores_gemma":[0.00002023774,0.000200598,0.001474021,0.00009042108,0.000006749379,0.0006791017,0.01325821,0.0001448729,0.001766445,0.00346886,0.97887,0.00002043471],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1343959,0.002480406,0.03077474,0.05256335,0.007330339,0.001162271,0.0005757895,0.005077171,0.76564],"genre_scores_gemma":[0.245004,0.00127994,0.01880586,0.009395114,0.0004160468,0.0004729833,0.000329343,0.0004181849,0.7238786],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07405373,"threshold_uncertainty_score":0.2477344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04277535568050807,"score_gpt":0.369889093159547,"score_spread":0.3271137374790389,"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."}}