{"id":"W3180332068","doi":"10.5951/mtlt.2021.0098","title":"Teaching Is a Journey: How I Ended Up Writing a Book","year":2021,"lang":"en","type":"article","venue":"Mathematics Teacher Learning and Teaching PK-12","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Visual arts; Mathematics education; History; Literature; Art; Psychology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.007556487,0.000413722,0.0005931723,0.0002360806,0.00344548,0.001267091,0.0003724198,0.0003093117,0.0005844776],"category_scores_gemma":[0.005585507,0.0004202446,0.0002247419,0.00009643132,0.000211872,0.0004627664,0.0002381068,0.00300788,0.00003160924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938838,"about_ca_system_score_gemma":0.0002701602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000395169,"about_ca_topic_score_gemma":0.000095615,"domain_scores_codex":[0.9953297,0.001886814,0.0005974795,0.0006080868,0.0008103902,0.0007674637],"domain_scores_gemma":[0.9976217,0.0009429404,0.0004936673,0.0004671337,0.000112224,0.0003624059],"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":[0.000004460176,0.000712861,0.003295325,0.000438231,0.0001569389,0.00002571072,0.540416,0.000001081312,0.0007559179,0.3927827,0.0220929,0.03931786],"study_design_scores_gemma":[0.000645693,0.00007007989,0.00008232486,0.001017311,0.0001757928,0.00013906,0.1258531,0.003013974,0.0003718628,0.05323618,0.8144,0.0009946423],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1119442,0.001470732,0.1099709,0.02507201,0.0006271431,0.0007504037,0.0000056271,0.0028239,0.7473351],"genre_scores_gemma":[0.7533766,0.0001542828,0.07981324,0.0007207435,0.0005541061,0.00004622811,0.00001317957,0.0001029286,0.1652187],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7923071,"threshold_uncertainty_score":0.9998249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05088754299163973,"score_gpt":0.355106356343706,"score_spread":0.3042188133520662,"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."}}