{"id":"W2728417463","doi":"","title":"An Analysis of Preservice Preschool Teachers’ Beliefs about Teachers’ Roles while Teaching Children Mathematics Using Metaphors as a Tool","year":2013,"lang":"en","type":"article","venue":"Early childhood education","topic":"Education Practices and Challenges","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Mathematics education; Psychology; Teacher education; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002279564,0.0002515599,0.0003266758,0.001473643,0.002789481,0.002630409,0.0006861969,0.0006096003,0.002045678],"category_scores_gemma":[0.01110811,0.0003968753,0.0002358217,0.001240534,0.003154387,0.001710188,0.002151721,0.001715527,0.0001523081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0019427,"about_ca_system_score_gemma":0.002412089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01016481,"about_ca_topic_score_gemma":0.01837512,"domain_scores_codex":[0.9987966,0.0006168668,0.0000635723,0.0001094344,0.0001995105,0.0002139909],"domain_scores_gemma":[0.9882205,0.009121367,0.001204832,0.0003111161,0.0007517248,0.0003905257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001075298,0.000208225,0.0657411,0.00007546476,0.000007866931,0.0005171277,0.9171035,0.00004704752,0.002460754,0.00315353,0.0001669409,0.01041093],"study_design_scores_gemma":[0.000008739004,0.00007244678,0.06425486,0.00007047914,0.00001342942,0.0003050287,0.9310776,0.0001105919,0.0007822772,0.0005194894,0.002773843,0.00001117471],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973807,0.000064296,0.0003414983,0.00007033616,0.000002740549,0.000008272608,0.00001020066,0.000002269994,0.002119639],"genre_scores_gemma":[0.9988523,0.00007797145,0.0003107496,0.00002018001,8.497472e-7,0.00001855011,0.00001232519,0.000003704993,0.0007034648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01016481,"threshold_uncertainty_score":0.02021128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02129401203212691,"score_gpt":0.2764343434298918,"score_spread":0.2551403313977648,"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."}}