{"id":"W4399513347","doi":"10.3726/b21409","title":"Nurturing the wellbeing of students in difficulty","year":2024,"lang":"en","type":"book","venue":"Peter Lang Verlag eBooks","topic":"Educational and Psychological Assessments","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Hong Kong Institute of Education; Oxford Brookes University; European Commission; Liverpool Hope University","keywords":"Psychology; Mathematics education","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":[],"consensus_categories":[],"category_scores_codex":[0.0002285198,0.0002302953,0.000287363,0.0001523876,0.00003201637,0.00004041724,0.0005826048,0.0002278198,0.0005524741],"category_scores_gemma":[0.000006541526,0.000143751,0.0001519951,0.00004179723,0.00008222023,0.00001221553,0.0001366065,0.0006330836,0.0006308442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009468701,"about_ca_system_score_gemma":0.00004869108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002791116,"about_ca_topic_score_gemma":0.00002788469,"domain_scores_codex":[0.9985639,0.00008965241,0.0003677924,0.0003896842,0.0003457832,0.000243179],"domain_scores_gemma":[0.9991861,0.0002346076,0.0001304488,0.0003800468,0.000025889,0.00004292619],"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":[0.0003743841,0.001669308,0.03992589,0.001402653,0.002691983,0.001107297,0.04732421,0.00001001607,0.0006235863,0.291601,0.5874019,0.02586775],"study_design_scores_gemma":[0.0007667749,0.0001408561,0.2108643,0.001174559,0.0001685651,0.00003339859,0.0004674647,0.000001610662,0.00001762821,0.02056086,0.7652636,0.0005403529],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08387665,0.0004785489,0.000002139751,0.00009060925,0.002026393,0.000287034,0.00004385828,0.0000399079,0.9131548],"genre_scores_gemma":[0.129518,0.000004391252,0.00002923316,0.0003740985,0.0004332805,0.00007996563,0.00004449246,0.00003642891,0.8694801],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2710401,"threshold_uncertainty_score":0.8108436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0337409744957331,"score_gpt":0.3655432975178372,"score_spread":0.3318023230221041,"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."}}