{"id":"W4411674766","doi":"10.14434/do.v18i2.41645","title":"Julia Giesen","year":2025,"lang":"en","type":"article","venue":"Developmental Observer","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stollery Children's Hospital","funders":"","keywords":"Mathematics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007146826,0.0005575789,0.0002410408,0.0009339307,0.002134064,0.002911439,0.0006750717,0.001187997,0.2345088],"category_scores_gemma":[0.004917318,0.0002603395,0.0001843536,0.0004571209,0.0008892048,0.001844069,0.002421242,0.002206465,0.1120221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001430495,"about_ca_system_score_gemma":0.001529605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007555564,"about_ca_topic_score_gemma":0.02245658,"domain_scores_codex":[0.9994943,0.00009773918,0.00001256025,0.000116093,0.0002063117,0.00007297596],"domain_scores_gemma":[0.998951,0.0002072274,0.00003818183,0.00009214814,0.0004566568,0.0002547023],"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":[0.00001061293,0.000007408453,0.0001694073,0.00003158166,0.000001465471,0.00005915365,0.0003681639,0.00002115685,0.0001039821,0.01303112,0.9391428,0.04705304],"study_design_scores_gemma":[9.29985e-7,0.000001438067,0.0001475011,0.00003778025,8.771229e-7,0.00006059885,0.0003119,0.00001255736,0.00005641494,0.001109599,0.9982587,0.000001878646],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001685497,0.01039828,0.00282451,0.06714265,0.01251771,0.00002687281,0.0003877696,0.0009380835,0.9040786],"genre_scores_gemma":[0.007601398,0.00312943,0.0008900088,0.00390779,0.0005282223,0.00001628716,0.0001216989,0.0003714605,0.9834337],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7654912,"threshold_uncertainty_score":0.7845102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02100259791752496,"score_gpt":0.2668721754912546,"score_spread":0.2458695775737296,"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."}}