{"id":"W4403709261","doi":"10.58445/rars.1742","title":"Broken Promises","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Educational Leadership and Practices","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006947599,0.00007705944,0.00008082905,0.00005263752,0.0001410458,0.0003749507,0.0002588848,0.0001821387,0.003690343],"category_scores_gemma":[0.0003269698,0.00006766523,0.000065987,0.00007959379,0.000113807,0.0000664498,0.0001824403,0.0004735924,0.001548622],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006325704,"about_ca_system_score_gemma":0.001492254,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006727015,"about_ca_topic_score_gemma":0.003247615,"domain_scores_codex":[0.9991019,0.0001568733,0.00009550067,0.000225535,0.0002776457,0.0001425105],"domain_scores_gemma":[0.9993762,0.0003121245,0.00004733599,0.0001289555,0.00006104896,0.00007435347],"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":[0.000003862325,0.0000428642,0.0004780566,0.000211153,0.000064716,0.000003110241,0.05684616,0.000003703158,0.000003349898,0.7624044,0.1750979,0.004840708],"study_design_scores_gemma":[0.000009283024,0.000002452257,0.0001244725,0.00005101755,0.00002999295,1.62893e-7,0.01390771,0.000002407233,0.00001354551,0.2093997,0.7763528,0.0001063896],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00558268,0.001504418,0.000004052354,0.1172929,0.002565308,0.0001895535,0.000005933912,0.0001700568,0.8726851],"genre_scores_gemma":[0.706676,0.0003364474,0.001008445,0.0007652778,0.002487896,0.00005897495,0.00001450563,0.00001201623,0.2886405],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7010933,"threshold_uncertainty_score":0.9998873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1414543097602662,"score_gpt":0.457541616681107,"score_spread":0.3160873069208409,"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."}}