{"id":"W7100762596","doi":"","title":"Using direct and indirect measu y i","year":2007,"lang":"en","type":"article","venue":"","topic":"Language Acquisition and Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Shrub; Canopy; Interception; Leaf area index; Vegetation (pathology); Taiga","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":[],"category_scores_codex":[0.0002777725,0.00003806037,0.00004691937,0.00006099781,0.00003897796,0.00001116086,0.00002200496,0.00003693346,0.005118621],"category_scores_gemma":[0.00001455404,0.0000317575,0.00001107898,0.00008321353,0.00001567639,0.00003392684,0.000006573041,0.00002857143,0.0001193893],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001573094,"about_ca_system_score_gemma":0.000005655188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002471654,"about_ca_topic_score_gemma":0.00003173367,"domain_scores_codex":[0.9996539,0.00002055061,0.00006812493,0.00009811234,0.00004323889,0.0001160964],"domain_scores_gemma":[0.9997972,0.00003552845,0.00001717362,0.00008799974,0.00001476343,0.00004735111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002661833,0.0007256218,0.1916104,0.00003301084,0.0002883915,0.0001619963,0.08535758,0.000002214875,0.05754654,0.0305436,0.06377944,0.569685],"study_design_scores_gemma":[0.001136599,0.00008492131,0.9059402,0.00002007566,0.00006087216,0.0002707379,0.01634879,0.00003552999,0.02536582,0.0006956747,0.04956311,0.0004776611],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6263691,0.0002910539,0.0009834272,0.00006216352,0.0003443568,0.00003357613,3.291427e-7,0.00004416984,0.3718718],"genre_scores_gemma":[0.9928436,0.000001249097,0.001119038,0.001031792,0.0001475005,9.510367e-7,0.000002012059,0.000005424631,0.004848379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7143298,"threshold_uncertainty_score":0.9957908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07679624166893373,"score_gpt":0.3970914609802956,"score_spread":0.3202952193113618,"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."}}