{"id":"W4400406579","doi":"10.36510/learnland.v17i1.1113","title":"Statement of Purpose","year":2024,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Statement (logic); Computer science; Philosophy; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003024274,0.00002938688,0.00005395625,0.0000374953,0.0001685152,0.00004120203,0.00004836478,0.0000178543,0.0005851594],"category_scores_gemma":[0.00004459326,0.0000194764,0.00003037827,0.0001364785,0.0000361353,0.00006221581,0.00001713512,0.00005836381,0.000106539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001741923,"about_ca_system_score_gemma":0.00005671186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003420836,"about_ca_topic_score_gemma":0.0001044334,"domain_scores_codex":[0.9995773,0.00003035274,0.0000781125,0.0000676072,0.0001472002,0.00009940916],"domain_scores_gemma":[0.9998494,0.0000467306,0.0000211047,0.0000273182,0.00002895545,0.00002646642],"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":[0.00001559176,0.0001093596,0.06487393,0.0002253952,0.000229921,0.00001483456,0.3566666,0.0005994856,0.0001689751,0.1845554,0.0584016,0.3341389],"study_design_scores_gemma":[0.00002937884,0.00001670575,0.0009370212,0.00002565243,0.000005793239,8.855184e-8,0.02920132,0.00003542778,0.00001786783,0.0001772304,0.9695221,0.00003145471],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.57831,0.002961766,0.0001623798,0.005289418,0.002004082,0.0001456137,0.000003269528,0.0002402411,0.4108833],"genre_scores_gemma":[0.9710745,0.0006676443,0.00005727093,0.00001392239,0.0001610689,0.000003579723,0.000002042623,0.000003149927,0.02801685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9111205,"threshold_uncertainty_score":0.6407085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01820237525836392,"score_gpt":0.3248180510730069,"score_spread":0.3066156758146429,"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."}}