{"id":"W4383893190","doi":"10.36510/learnland.v16i1.1106","title":"Statement of Purpose","year":2023,"lang":"en","type":"article","venue":"LEARNing Landscapes","topic":"Collaborative Teaching and Inclusion","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Statement (logic); General partnership; Inclusion (mineral); Sociology; The arts; Pedagogy; Resource (disambiguation); Work (physics); Engineering ethics; Public relations; Political science; Computer science; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001018477,0.00003714264,0.00007547592,0.00007459005,0.0004130805,0.00002143501,0.00008219201,0.00002652971,0.0002014412],"category_scores_gemma":[0.000382301,0.00003214604,0.00002249055,0.000465975,0.0000309573,0.00006040068,0.00004777766,0.00009027999,0.00009776282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002842162,"about_ca_system_score_gemma":0.00005636915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005631672,"about_ca_topic_score_gemma":0.0005983388,"domain_scores_codex":[0.9992092,0.0002412177,0.0001007533,0.00008139582,0.0002256962,0.0001417756],"domain_scores_gemma":[0.9996812,0.0001254707,0.00005813406,0.00004764141,0.00005367002,0.00003389325],"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":[0.0000670998,0.0001129273,0.4066504,0.00006473601,0.00005195718,0.00001766386,0.3482346,0.006120001,0.007709091,0.04378508,0.03334803,0.1538385],"study_design_scores_gemma":[0.0001789348,0.00008064898,0.01401009,0.00003034252,0.00000487113,6.067233e-8,0.02201802,0.0006891936,0.0002335671,0.0005436242,0.9621302,0.00008038713],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9485022,0.00006205356,0.00006609059,0.001176988,0.0001170937,0.000067668,0.000001471115,0.0002167504,0.04978973],"genre_scores_gemma":[0.991006,0.0001484495,0.00006881485,0.00001243513,0.00007492254,0.000003744416,0.00000811258,0.000004503707,0.008673067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9287822,"threshold_uncertainty_score":0.3177123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02078754134291982,"score_gpt":0.3301778646625642,"score_spread":0.3093903233196444,"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."}}