{"id":"W7162041131","doi":"10.82308/34056","title":"Engaging with picture books: exploring students' and teachers' experiences with literature and collaboration in immersion classrooms","year":2010,"lang":"en","type":"dissertation","venue":"","topic":"Gender Studies in Language","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"French immersion; Qualitative research; Social constructivism; The arts; Neuroscience of multilingualism; School teachers; Context (archaeology); Social studies; Reading (process); English as a second language","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":[0.0003967555,0.0002658435,0.0002653295,0.0001683789,0.0006435869,0.0004988232,0.0001885893,0.0002842265,0.0000413143],"category_scores_gemma":[0.00005838036,0.0001873661,0.00001254363,0.0004134103,0.000191617,0.0007058561,0.00003976183,0.0007006733,4.277025e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006950575,"about_ca_system_score_gemma":0.0001123037,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004491734,"about_ca_topic_score_gemma":0.05503715,"domain_scores_codex":[0.9983168,0.0001372728,0.0001662087,0.0004920863,0.0006022452,0.0002853761],"domain_scores_gemma":[0.9994522,0.00007282685,0.0001282942,0.0001414434,0.0001149321,0.00009027733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006384325,0.00001857177,0.02424198,0.00004263567,0.00002582173,0.0000186303,0.9734195,4.541904e-7,0.00008147921,0.0002803457,0.00003688062,0.00176986],"study_design_scores_gemma":[0.0004012162,0.00008848536,0.00875266,0.0003616943,0.00002663978,0.000001523355,0.9885091,9.139721e-7,0.0001481648,0.00002122147,0.001416733,0.0002716815],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986079,0.002712745,0.00001426341,0.0001247628,0.0003745627,0.0005208582,0.000001822183,0.00004648288,0.01012546],"genre_scores_gemma":[0.9932742,0.0006081871,0.0008567427,0.00004963766,0.0001396922,0.0002407348,0.0000480723,0.00002315692,0.004759565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05458798,"threshold_uncertainty_score":0.9622059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527468073471121,"score_gpt":0.3249456114041858,"score_spread":0.3096709306694745,"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."}}