{"id":"W2922380605","doi":"10.5539/ies.v12n4p19","title":"Failure of Research-Based Learning Implementation in Basic Education","year":2019,"lang":"en","type":"article","venue":"International Education Studies","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mindset; Coaching; Psychology; Contemplation; Pedagogy; Curriculum; Mathematics education; Faculty development; Professional development; Teaching method; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001507709,0.00006684821,0.0001102421,0.0004997844,0.0001689075,0.00004568913,0.0002001133,0.00004224058,0.00103124],"category_scores_gemma":[0.001431698,0.00007140337,0.00003290116,0.0005342222,0.0002116897,0.0002122739,0.00003207923,0.0001799067,0.0001303005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005979758,"about_ca_system_score_gemma":0.002826423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001049084,"about_ca_topic_score_gemma":0.0009846074,"domain_scores_codex":[0.9983526,0.000277148,0.0003084281,0.0001968842,0.000690772,0.0001741209],"domain_scores_gemma":[0.9966821,0.0003298654,0.0001036117,0.0000899738,0.002748448,0.00004596407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001685315,0.0006530397,0.4515375,0.00007886017,0.00004714181,1.167797e-7,0.05338354,0.00004638317,0.0002302327,0.4313177,0.01677951,0.04590916],"study_design_scores_gemma":[0.0002944246,0.00003509011,0.0699064,0.0003134726,0.000005384599,2.78616e-7,0.3715796,0.000008760959,0.0005796499,0.04593764,0.5111985,0.0001408474],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9149272,0.0004665567,0.00003173394,0.04220602,0.006630086,0.0004260038,0.000001595881,0.00003546529,0.03527534],"genre_scores_gemma":[0.9898549,0.0001260652,0.002429698,0.0005222259,0.000262521,0.0001549699,0.00003812199,0.000006818808,0.006604715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4944189,"threshold_uncertainty_score":0.999882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1060614086826536,"score_gpt":0.5484130335234726,"score_spread":0.442351624840819,"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."}}