{"id":"W7003775721","doi":"","title":"","year":2022,"lang":"it","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Feeling; Reflection (computer programming); Government (linguistics); Core (optical fiber); Work (physics)","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","scholarly_communication","open_science","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","sts","scholarly_communication","open_science","insufficient_payload"],"category_scores_codex":[0.01109384,0.006185018,0.01013678,0.00845869,0.00501333,0.03279634,0.07620861,0.0009717424,0.8893388],"category_scores_gemma":[0.002869507,0.007677576,0.002408752,0.006796259,0.004155199,0.03586114,0.07311814,0.004590154,0.06377027],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.008335247,"about_ca_system_score_gemma":0.01011208,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0393229,"about_ca_topic_score_gemma":0.01361909,"domain_scores_codex":[0.9594328,0.009242243,0.009016229,0.009275854,0.008811437,0.004221389],"domain_scores_gemma":[0.9588087,0.002882997,0.02290405,0.01107023,0.002383786,0.001950204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01503745,0.01285587,0.2942397,0.005539601,0.02372416,0.0008908041,0.004300958,0.001885409,0.01165392,0.144022,0.1383871,0.3474629],"study_design_scores_gemma":[0.01014169,0.0005231468,0.1123023,0.001718643,0.002191309,0.00006466194,0.0009524499,0.0001484521,0.001592236,0.00173835,0.861855,0.006771769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01863562,0.0007877119,0.00008864224,0.0005607096,0.005995332,0.0267781,0.0004893236,0.001113333,0.9455512],"genre_scores_gemma":[0.05517399,0.0008805504,0.001646221,0.001734087,0.001358,0.01004509,0.01955041,0.01139435,0.8982173],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8255685,"threshold_uncertainty_score":0.9985549,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1152664222208326,"score_gpt":0.4272620549341077,"score_spread":0.3119956327132752,"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."}}