{"id":"W7067054700","doi":"","title":"La consapevolezza dell’importanza del contesto sociale, culturale e politico del pensiero, dell’insegnamento e dell’apprendimento: Alcuni elementi del mio percorso","year":2017,"lang":"it","type":"article","venue":"View","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Politics; Initial training","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"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.001313378,0.001340168,0.001283791,0.0001509858,0.001786394,0.0009555477,0.002034329,0.001097724,0.0006816613],"category_scores_gemma":[0.0008289237,0.001332096,0.0008260252,0.0001618593,0.001137716,0.0001154231,0.00138479,0.001019903,0.000603968],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002821965,"about_ca_system_score_gemma":0.000797674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001387377,"about_ca_topic_score_gemma":0.0006505167,"domain_scores_codex":[0.9934397,0.0005600725,0.001905555,0.001308569,0.0008628549,0.001923264],"domain_scores_gemma":[0.9937934,0.0001347057,0.001881033,0.002639191,0.000705705,0.0008460061],"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":[0.001079312,0.004809007,0.1961828,0.007517735,0.009186504,0.0009486531,0.007988602,0.0005884212,0.1201377,0.02095447,0.49381,0.1367967],"study_design_scores_gemma":[0.004226109,0.0007174824,0.004644849,0.000814508,0.00113061,0.0004026395,0.001531669,0.004559752,0.005512725,0.0002315803,0.9740107,0.002217349],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8609263,0.06776269,0.004989319,0.003090498,0.002099287,0.003546685,0.001160857,0.0002464134,0.05617801],"genre_scores_gemma":[0.9474637,0.02442819,0.006545614,0.003347353,0.0007574304,0.0001345249,0.001570497,0.0002415826,0.01551109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4802007,"threshold_uncertainty_score":0.999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01821203473212655,"score_gpt":0.2999195240930573,"score_spread":0.2817074893609308,"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."}}