{"id":"W1648307042","doi":"10.1080/00094056.2012.662132","title":"Teacher as Researcher: Teaching as Lived Research","year":2012,"lang":"en","type":"article","venue":"Childhood Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Ethnography; Pedagogy; Sociology; Mathematics education; Educational research; Psychology; Anthropology","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":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.007360412,0.0001253658,0.0001239318,0.0002901311,0.001701265,0.0001832516,0.0003973311,0.0001539522,0.002234611],"category_scores_gemma":[0.007391302,0.0001262538,0.00006326743,0.0004954629,0.0003840885,0.0005643124,0.00006563154,0.001077372,0.003347913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005290307,"about_ca_system_score_gemma":0.002509709,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009039025,"about_ca_topic_score_gemma":0.0001981466,"domain_scores_codex":[0.9955589,0.00219565,0.0001920501,0.0002795183,0.0008745848,0.0008992599],"domain_scores_gemma":[0.9984054,0.0004415131,0.0000631842,0.0003330421,0.0002821134,0.0004747209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000003543823,0.001226259,0.02658894,0.000005583601,0.00001860673,6.150228e-8,0.8103353,4.06727e-8,0.00002758126,0.03006767,0.0972921,0.03443434],"study_design_scores_gemma":[0.00006022593,0.00002077874,0.1471476,0.0000246231,0.000005259078,0.000001161995,0.5291407,6.512897e-8,0.00003246809,0.00268418,0.3207793,0.0001037254],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5608618,0.002101594,0.000002235593,0.08749141,0.001005827,0.0003809535,3.190206e-7,0.0001123429,0.3480435],"genre_scores_gemma":[0.947413,0.0001397528,0.0002226577,0.0009061026,0.005066693,0.0001518102,0.00001488265,0.00002563005,0.04605946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3865512,"threshold_uncertainty_score":0.9995984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2968607313054952,"score_gpt":0.5281320421684852,"score_spread":0.23127131086299,"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."}}