{"id":"W3180583592","doi":"10.1177/016146812112300702","title":"How Elementary Teaching Candidates’ Learning Opportunities Are Associated with Their Knowledge, Self-Efficacy, and Beliefs","year":2021,"lang":"en","type":"article","venue":"Teachers College Record The Voice of Scholarship in Education","topic":"Mathematics Education and Teaching Techniques","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Mathematics education; Context (archaeology); Self-efficacy; Preparedness; Elementary mathematics; Teaching method; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001341886,0.0001818166,0.0002553653,0.001125986,0.0005641217,0.001379339,0.0002576603,0.0003805887,0.004691227],"category_scores_gemma":[0.005718739,0.0001703178,0.000324026,0.0005967111,0.0006232035,0.0003685747,0.0006868865,0.000555803,0.0005202871],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001992528,"about_ca_system_score_gemma":0.0004491253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001804118,"about_ca_topic_score_gemma":0.003005184,"domain_scores_codex":[0.9993772,0.0001362319,0.00006418927,0.00009399754,0.0001559937,0.0001724093],"domain_scores_gemma":[0.9939937,0.001277685,0.002181718,0.0002107906,0.0003987101,0.001937416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004021849,0.0002288982,0.9955435,0.000009405658,0.00001646309,0.00005968366,0.0008808328,0.00004738693,0.0002419587,0.0000511298,0.00007284898,0.002807641],"study_design_scores_gemma":[0.00000240481,0.0001189794,0.9978427,0.000005616947,0.000007615203,0.00005459982,0.001579288,0.0001270923,0.00008752112,0.00003239551,0.0001383581,0.000003432009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995527,0.00001714079,0.00001966041,0.00002003926,0.00000158968,0.00000406865,0.00001627165,0.000001039631,0.0003674593],"genre_scores_gemma":[0.9997079,0.0000204026,0.00003003035,0.000005342985,0.000002592394,0.00000417483,0.00003769611,6.417518e-7,0.0001912582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004691227,"threshold_uncertainty_score":0.01569366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05488264911585253,"score_gpt":0.3240454844958794,"score_spread":0.2691628353800268,"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."}}