{"id":"W4390965156","doi":"10.32388/t1jovu","title":"Review of: \"Maths Fear Reasons and Steps to Reduce\"","year":2024,"lang":"en","type":"peer-review","venue":"","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Psychology; Mathematics education; Cognitive psychology; Computer science","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":[0.04346539,0.001168193,0.002859559,0.009636465,0.005739238,0.01085503,0.005188164,0.0102534,0.0651237],"category_scores_gemma":[0.2587487,0.0009677906,0.001786501,0.004545453,0.004905127,0.005450476,0.003848824,0.006469264,0.03953351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005587228,"about_ca_system_score_gemma":0.03646217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006639,"about_ca_topic_score_gemma":0.02191972,"domain_scores_codex":[0.9626894,0.009586938,0.004114417,0.001393832,0.02107721,0.001138149],"domain_scores_gemma":[0.5924966,0.08069022,0.009849482,0.009064742,0.2944972,0.01340175],"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":[0.00001249617,0.00001042955,0.00004924058,0.0004685219,0.00000836854,0.00001856001,0.00003789673,0.000008571145,0.00002445948,0.0003648383,0.9850631,0.01393359],"study_design_scores_gemma":[0.00004978375,0.00003109561,0.001457765,0.002917752,0.00005254498,0.0001145583,0.000302645,0.0001599164,0.0001597053,0.001625611,0.9930955,0.00003319731],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.0005274438,0.02190346,0.001538505,0.5001128,0.446236,0.0008831134,0.001200897,0.0005342221,0.02706354],"genre_scores_gemma":[0.01151477,0.06079841,0.006023823,0.2769492,0.3936192,0.001766106,0.003426342,0.001052016,0.2448502],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0651237,"threshold_uncertainty_score":0.2298697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06910574913130348,"score_gpt":0.4288454108904526,"score_spread":0.3597396617591491,"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."}}