{"id":"W2779352020","doi":"10.7202/1042339ar","title":"Indication formelle et déformalisation","year":2017,"lang":"fr","type":"article","venue":"Philosophiques","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.001080849,0.0001275619,0.0001475014,0.00002579481,0.002076005,0.0003963558,0.0006955104,0.0001849754,0.0003546712],"category_scores_gemma":[0.0004374403,0.000131568,0.00009560835,0.00008423977,0.001174735,0.002778184,0.0001035377,0.0001617438,0.0002811863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001891563,"about_ca_system_score_gemma":0.0002244964,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02607436,"about_ca_topic_score_gemma":0.007841685,"domain_scores_codex":[0.9985581,0.0001476243,0.0002062499,0.0002468356,0.0004911311,0.0003500703],"domain_scores_gemma":[0.9987645,0.00006075719,0.0005909514,0.0003421983,0.0001038585,0.000137707],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004882358,0.00004907333,0.009229624,0.0000133001,0.000008977878,0.000001508257,0.01257647,0.000001712508,0.00001225618,0.9366443,0.01629813,0.02515976],"study_design_scores_gemma":[0.0001296958,0.00005496997,0.07840542,0.00007265881,0.00001635647,5.518612e-7,0.0006533945,0.00009741509,0.0001009266,0.5458909,0.3743873,0.0001903471],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09317254,0.004365085,0.0001760361,0.5682977,0.002174893,0.0002235263,0.00002626719,0.00005672868,0.3315072],"genre_scores_gemma":[0.9799139,0.006631242,0.0002996932,0.002945066,0.003975235,0.00001771515,0.000005725301,0.000009954358,0.006201399],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8867415,"threshold_uncertainty_score":0.9992232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4270784093489183,"score_gpt":0.4739062312227242,"score_spread":0.04682782187380585,"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."}}