{"id":"W4321437345","doi":"10.14434/do.v16i1.35766","title":"Developmental Observer","year":2023,"lang":"en","type":"article","venue":"Developmental Observer","topic":"Early Childhood Education and Development","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Sigma Theta Tau International; National Association of Neonatal Nurses; University of Connecticut","keywords":"Psychology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001043543,0.000284248,0.0002455713,0.0002627632,0.001200535,0.0002138978,0.000566708,0.0001776887,0.004093722],"category_scores_gemma":[0.000265117,0.0003011247,0.0001124745,0.001839758,0.0001956276,0.0005806503,0.0002539747,0.0002036097,0.01579533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001303284,"about_ca_system_score_gemma":0.002568314,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001067193,"about_ca_topic_score_gemma":0.001858247,"domain_scores_codex":[0.9969411,0.0001442185,0.0004998967,0.0005274877,0.0009639683,0.0009232561],"domain_scores_gemma":[0.999078,0.0001270411,0.00009929101,0.0001223151,0.0001351541,0.0004381379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002738289,0.0002263037,0.5135224,0.0000343986,0.0001955994,0.00009363304,0.08729608,0.000006780332,0.000553225,0.02321028,0.3395178,0.03531612],"study_design_scores_gemma":[0.0002998463,0.000006543224,0.5430964,0.00002574744,0.000004216336,0.000004105349,0.01673411,0.000001745937,0.0003091608,0.0004269308,0.4387269,0.0003643899],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8631225,0.00005419863,0.00001036846,0.002565947,0.00125148,0.0004272739,0.0000096145,0.0007966702,0.131762],"genre_scores_gemma":[0.9026629,0.0002446553,0.01343083,0.002628379,0.0003659686,0.0001146126,0.0002077419,0.0000647764,0.0802801],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09920903,"threshold_uncertainty_score":0.9999441,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07489746121235709,"score_gpt":0.3183278919039806,"score_spread":0.2434304306916236,"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."}}