{"id":"W4411689983","doi":"10.21428/a70c814c.c264b7ae","title":"Broader Impacts Evaluation: A Physics-Inspired Framework for STEM Impact","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Innovative Teaching and Learning Methods","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"Johns Hopkins University; National Science Foundation","keywords":"Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.08081065,0.002741362,0.001780138,0.0171626,0.003049718,0.01250551,0.004691632,0.003229691,0.01402258],"category_scores_gemma":[0.1016578,0.001003073,0.002802644,0.007246311,0.01146619,0.01074492,0.009968081,0.004197603,0.00150565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01279074,"about_ca_system_score_gemma":0.01459643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009350045,"about_ca_topic_score_gemma":0.009739898,"domain_scores_codex":[0.9442376,0.03983535,0.002931328,0.002906846,0.008907297,0.001181649],"domain_scores_gemma":[0.9357722,0.04454422,0.003714083,0.005579214,0.009025313,0.00136509],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001801819,0.000432694,0.004555742,0.002140187,0.0002016285,0.0001654109,0.003290323,0.02359876,0.001142581,0.7606476,0.0066121,0.1970327],"study_design_scores_gemma":[0.0001317605,0.0005714324,0.005233902,0.003336615,0.0001788994,0.0001601494,0.003676299,0.03090833,0.001787694,0.8649412,0.0889405,0.0001332776],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.008117535,0.001787109,0.9154342,0.006941174,0.0002827421,0.003330088,0.001248553,0.0009358172,0.06192271],"genre_scores_gemma":[0.2095132,0.001374183,0.7775289,0.001106838,0.0001816804,0.005770845,0.0007327768,0.0003028158,0.003488755],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9191893,"threshold_uncertainty_score":0.4273727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2017078446155366,"score_gpt":0.5341464113431469,"score_spread":0.3324385667276103,"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."}}