{"id":"W6930730685","doi":"10.5281/zenodo.15847403","title":"The image of Education in the daily electronic press","year":2022,"lang":"en","type":"book-chapter","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Cell Image Analysis Techniques","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Reproduction; Politics; Quarter (Canadian coin); Period (music); Presentation (obstetrics); Meaning (existential)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005379218,0.0002397161,0.0001334995,0.001572038,0.001529372,0.008443914,0.0003153614,0.0007445769,0.01060589],"category_scores_gemma":[0.001529544,0.0001075416,0.0001342786,0.001916368,0.007580315,0.005364535,0.001661575,0.001778256,0.001182199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002186654,"about_ca_system_score_gemma":0.0009233491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008925998,"about_ca_topic_score_gemma":0.001177895,"domain_scores_codex":[0.9994703,0.0002239276,0.00001354569,0.00007018763,0.0001790771,0.00004289658],"domain_scores_gemma":[0.9992293,0.000498732,0.0000593567,0.00009679588,0.00006984344,0.00004605016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001519034,0.00001402027,0.0003566794,0.00009730132,0.000002948635,0.0001014424,0.01445452,0.000166887,0.0007125282,0.9157429,0.01583517,0.05250056],"study_design_scores_gemma":[0.000004152415,0.00002630095,0.002796678,0.0003340227,0.000005431168,0.0003540609,0.01206809,0.0003971811,0.0009120415,0.08321016,0.8998781,0.00001390049],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03506106,0.008175473,0.004651683,0.0114739,0.001256174,0.00001329085,0.00009349352,0.0001071243,0.9391678],"genre_scores_gemma":[0.7023805,0.00818071,0.002442141,0.002407996,0.001916681,0.00004336986,0.0001153215,0.0001647171,0.2823486],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01060589,"threshold_uncertainty_score":0.03548026,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145530576121718,"score_gpt":0.2478831521077682,"score_spread":0.2364278463465511,"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."}}