{"id":"W4413783512","doi":"10.1097/iyc.0000000000000316","title":"From the Editor","year":2025,"lang":"en","type":"article","venue":"Infants & Young Children","topic":"Family and Disability Support Research","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science","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":[0.0003244544,0.0001248976,0.000142897,0.00004278301,0.0001725784,0.00006683417,0.0006216419,0.0001357337,0.003547753],"category_scores_gemma":[0.0001812009,0.00008549949,0.00008792085,0.0002401211,0.0002107126,0.00006631377,0.0001531137,0.0003377861,0.00159828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002670371,"about_ca_system_score_gemma":0.00007517834,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01352579,"about_ca_topic_score_gemma":0.0003526089,"domain_scores_codex":[0.9986919,0.0001492768,0.0002149908,0.0003622147,0.000231669,0.0003499096],"domain_scores_gemma":[0.9985396,0.0004179652,0.00003134085,0.0009134502,0.00004007741,0.00005761982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003864818,0.00006131162,0.5660017,6.673454e-7,0.00009228696,0.000001619196,0.0007154458,1.601575e-7,0.00002751832,0.0007507698,0.4282871,0.004022856],"study_design_scores_gemma":[0.0004353157,0.00001622116,0.9636834,0.00001369436,0.00002164947,0.000002757672,0.0007195435,0.000002026785,0.00005967904,0.002642641,0.03231162,0.0000914037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.887895,0.000543873,0.00003202461,0.00244541,0.007000835,0.0003396238,0.000169809,0.00008775057,0.1014857],"genre_scores_gemma":[0.9885665,0.000005986215,0.00002555785,0.001521203,0.004581433,0.00004855347,0.0001036567,0.00001078726,0.005136314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3976818,"threshold_uncertainty_score":0.9991791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01144407688849156,"score_gpt":0.3381736647070247,"score_spread":0.3267295878185331,"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."}}