{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03118773,0.0009989591,0.001718511,0.002649655,0.002432877,0.008310031,0.002513208,0.006023773,0.1313048],"category_scores_gemma":[0.1190304,0.0004545514,0.00132619,0.0009119922,0.003320789,0.00325491,0.006217269,0.005078615,0.04555067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002308411,"about_ca_system_score_gemma":0.0278766,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007191186,"about_ca_topic_score_gemma":0.001306232,"domain_scores_codex":[0.982479,0.005591806,0.002154527,0.002726127,0.005281694,0.001766833],"domain_scores_gemma":[0.926477,0.0220661,0.0054967,0.007052743,0.02447194,0.01443553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002112183,0.0005371216,0.01076336,0.0154099,0.0001555371,0.001141064,0.001776341,0.0002581629,0.0008993524,0.06433135,0.7093276,0.1932881],"study_design_scores_gemma":[0.0003838879,0.0003902324,0.005303496,0.02498172,0.000134374,0.002721379,0.003511262,0.0003753279,0.000941067,0.01765266,0.9435118,0.00009273455],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02331755,0.02803086,0.02926704,0.3760535,0.1495135,0.06846966,0.04214676,0.001431591,0.2817697],"genre_scores_gemma":[0.1473874,0.01744987,0.0468352,0.4232896,0.05309303,0.09699459,0.01790311,0.001252118,0.1957951],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1313048,"threshold_uncertainty_score":0.4392584,"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."}}