{"id":"W6980803297","doi":"","title":"Convegno internazionale CENTO ANNI DI lANDOLFI","year":2008,"lang":"it","type":"article","venue":"IRIS Research product catalog (Sapienza University of Rome)","topic":"Education Methods and Technologies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Field (mathematics); Work (physics); Context (archaeology)","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","sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.003898108,0.0002491203,0.0005130465,0.0007846745,0.001964522,0.0000585879,0.002141573,0.0002882053,0.001076922],"category_scores_gemma":[0.002786924,0.0002789837,0.0002119598,0.002039687,0.006007676,0.0006164915,0.001025165,0.001041831,0.0005957698],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004714463,"about_ca_system_score_gemma":0.001436652,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0228129,"about_ca_topic_score_gemma":0.0009658147,"domain_scores_codex":[0.9947202,0.00129948,0.0003316377,0.0009323895,0.001662756,0.001053577],"domain_scores_gemma":[0.9959647,0.0007205804,0.0002701885,0.001013162,0.001672318,0.0003590161],"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":[0.0006103631,0.002885245,0.2382616,0.0005261754,0.0005806672,0.0006628588,0.2060005,0.00002281455,0.004963398,0.02082686,0.4834072,0.04125231],"study_design_scores_gemma":[0.0009264769,0.0004460863,0.05028453,0.000172881,0.00002786495,0.00002331918,0.07893477,0.00001574157,0.003069718,0.001578926,0.8640898,0.0004298495],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584771,0.002372691,0.0002418275,0.0222886,0.0007835046,0.001016476,0.0002030744,0.0001747949,0.01444198],"genre_scores_gemma":[0.9306785,0.01012539,0.002451787,0.00002643793,0.0003282908,0.000002043878,0.00006832612,0.00002203518,0.05629716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3806827,"threshold_uncertainty_score":0.9999662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210410236792557,"score_gpt":0.3819314172386254,"score_spread":0.2608903935593698,"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."}}