{"id":"W4404623861","doi":"10.37119/ojs2024.v29i3.672","title":"Exploring Inuit Students’ Responses to Number Talks","year":2024,"lang":"en","type":"article","venue":"in education","topic":"Science Education and Pedagogy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Francis Xavier University; Lakehead University","funders":"","keywords":"Context (archaeology); Mathematics education; Pedagogy; Psychology; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001079549,0.00004333387,0.00004235154,0.000197443,0.0001454665,0.0002632035,0.0002193953,0.00002555877,0.001069095],"category_scores_gemma":[0.0005830734,0.00004592663,0.00001615311,0.0009055232,0.00004293383,0.0004778302,0.0000189378,0.00008528391,0.001326468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000354024,"about_ca_system_score_gemma":0.001713319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005085446,"about_ca_topic_score_gemma":0.006060791,"domain_scores_codex":[0.999088,0.0001565671,0.0001112401,0.0001797756,0.0003005483,0.0001638682],"domain_scores_gemma":[0.999543,0.0001990423,0.00001144244,0.00009993302,0.00004515569,0.000101457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000005984772,0.0001310385,0.14607,0.00000638238,0.000001792746,9.249509e-7,0.6531258,0.000003106378,0.00008903658,0.0318624,0.009352872,0.1593508],"study_design_scores_gemma":[0.00001871571,0.000006955432,0.2572193,0.00006487987,0.000001798573,8.941062e-7,0.1740739,0.000001806473,0.00005352497,0.002197843,0.5662712,0.00008917839],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9643524,0.00008056777,0.000009317911,0.01031637,0.006918523,0.0001547989,7.938827e-7,0.00005892299,0.01810829],"genre_scores_gemma":[0.9803795,0.00008458753,0.0001650672,0.000493819,0.0007279383,0.0001674042,0.000001029595,0.000005036507,0.01797565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5569183,"threshold_uncertainty_score":0.9998441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2473202242526988,"score_gpt":0.5124170953897754,"score_spread":0.2650968711370766,"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."}}