{"id":"W6949673988","doi":"10.5281/zenodo.15062094","title":"O FUTURO DA IA: Além dos LLMs e Rumo a Arquiteturas Preditivas (JEPA) e Modelos Baseados em Energia","year":2025,"lang":"pt","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Big Data and Digital Economy","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Balance (ability); Work (physics); Term (time)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008503373,0.0005176939,0.0004652442,0.0006828648,0.003019626,0.007196209,0.004742059,0.0002507718,0.008309959],"category_scores_gemma":[0.0006326195,0.0005646351,0.0002030233,0.001930758,0.0003264815,0.002402909,0.007378994,0.0007241463,0.01338739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003838407,"about_ca_system_score_gemma":0.00006249434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003984655,"about_ca_topic_score_gemma":0.000002036598,"domain_scores_codex":[0.9952797,0.0005599036,0.0007515855,0.00157521,0.000727064,0.001106526],"domain_scores_gemma":[0.9961849,0.00009595817,0.0002712234,0.001985201,0.0008958497,0.0005668816],"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":[0.0001205236,0.00048107,0.000007340822,0.0002694789,0.0002022276,0.0001032606,0.001883642,0.000348943,0.0005960466,0.05127415,0.6883923,0.256321],"study_design_scores_gemma":[0.001171007,0.0003336382,0.000388925,0.0002381535,0.00005088804,0.0001122547,0.0005009794,0.04616043,0.0007042092,0.0008398308,0.9489112,0.0005884526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01403284,0.001184327,0.3403074,0.008835722,0.002748607,0.002650364,0.0045391,0.003696575,0.622005],"genre_scores_gemma":[0.9703032,0.0002652837,0.0008444682,0.002014728,0.0006508338,4.958495e-7,0.004803932,0.00164438,0.01947268],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9562703,"threshold_uncertainty_score":0.9996805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04176905240469243,"score_gpt":0.2616519098192175,"score_spread":0.2198828574145251,"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."}}