{"id":"W2891457131","doi":"10.5040/9781472593313","title":"Learning Teaching from Experience","year":2014,"lang":"en","type":"book","venue":"Bloomsbury Publishing Plc eBooks","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Conceptualization; Pedagogy; Variety (cybernetics); Sociology; Empirical research; Action research; Perspective (graphical); Sociocultural perspective; Action (physics); Sociocultural evolution; Psychology; Mathematics education; Epistemology","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":["metaepi_narrow","sts","scholarly_communication","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002699435,0.0005035007,0.0006310763,0.0002913048,0.00194585,0.003601686,0.001514869,0.0006269208,0.0005922023],"category_scores_gemma":[0.004062277,0.0005482406,0.0002671254,0.00005834283,0.0007774453,0.001018044,0.0002592222,0.003682852,0.0001933768],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005948355,"about_ca_system_score_gemma":0.001328892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004504206,"about_ca_topic_score_gemma":0.00181236,"domain_scores_codex":[0.9952128,0.001165955,0.0005655841,0.0009302318,0.001268694,0.0008567495],"domain_scores_gemma":[0.996991,0.001250825,0.0005801773,0.0005650222,0.0002086784,0.0004043283],"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":[0.000006611838,0.00003180627,0.0009786362,0.00003113944,0.0001172282,0.00001072824,0.6030335,0.000001876447,0.000006018011,0.03859979,0.3083448,0.04883787],"study_design_scores_gemma":[0.000185428,0.00002116136,0.0001091469,0.000272084,0.00006304192,9.733399e-7,0.08699975,0.000003012119,0.000003152243,0.004703936,0.9070631,0.0005752454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001267116,0.0008857017,0.0001125662,0.007969654,0.00244609,0.0003374074,0.00001116682,0.000898843,0.9860715],"genre_scores_gemma":[0.05340933,0.00002655194,0.0006514487,0.001700062,0.006337459,0.00007856047,0.0001279743,0.0001056447,0.9375629],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5987183,"threshold_uncertainty_score":0.9996969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09553425086850191,"score_gpt":0.3476062301752502,"score_spread":0.2520719793067483,"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."}}