{"id":"W4396858294","doi":"10.15173/ijsap.v8i1.5229","title":"Values and vision","year":2024,"lang":"en","type":"article","venue":"International Journal for Students as Partners","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial intelligence; Computer vision; 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008267322,0.00004954278,0.00004895813,0.00008919413,0.0003149442,0.001086495,0.0002634272,0.00002978662,0.0002254665],"category_scores_gemma":[0.0002504206,0.00004209456,0.00004779913,0.00004935941,0.00008288348,0.0002062878,0.00003789999,0.00009166298,0.00005930645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001304418,"about_ca_system_score_gemma":0.0001550403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002229003,"about_ca_topic_score_gemma":0.000009546561,"domain_scores_codex":[0.9988463,0.00003761841,0.0001405856,0.0001078368,0.0007414363,0.0001262025],"domain_scores_gemma":[0.9994987,0.0001486573,0.00002037512,0.00002317441,0.000186929,0.0001221979],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004396348,0.0001590232,0.008039298,0.00001195917,0.0003462677,0.00005714689,0.04713804,0.000003478112,0.00004277752,0.7552894,0.08600516,0.1028635],"study_design_scores_gemma":[0.0001711672,0.00003372952,0.002000461,0.0001041612,0.00001105171,0.00001951956,0.00420361,0.0000197871,0.00001752227,0.1400716,0.8532754,0.00007197073],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7424704,0.001583374,0.003273046,0.1314246,0.0352058,0.0004403521,0.00000977587,0.0001994217,0.08539326],"genre_scores_gemma":[0.9716574,0.0006573315,0.0007983016,0.001281121,0.0009004529,0.00001126551,0.000003106807,0.00000743136,0.02468362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7672702,"threshold_uncertainty_score":0.9999505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04638565674115284,"score_gpt":0.6067893314904421,"score_spread":0.5604036747492893,"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."}}