{"id":"W3003884781","doi":"10.3917/tt.035.0113","title":"« Pour des développeurs, c’est pas énorme ! »","year":2020,"lang":"fr","type":"article","venue":"Terrains & travaux","topic":"Social Sciences and Governance","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ministère de l’Emploi et de la Solidarité Sociale (Québec)","funders":"","keywords":"Humanities; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004680851,0.000296393,0.0003473083,0.00002331738,0.0009237666,0.0002005402,0.0008514862,0.000245394,0.002738992],"category_scores_gemma":[0.0003571886,0.0003028143,0.0002196326,0.001166338,0.002467113,0.0005769744,0.00009882705,0.0003306898,0.001386688],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002993561,"about_ca_system_score_gemma":0.0009353331,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02091359,"about_ca_topic_score_gemma":0.02869749,"domain_scores_codex":[0.9970046,0.0002345401,0.0003676436,0.0005811098,0.000752955,0.001059211],"domain_scores_gemma":[0.9986869,0.0001285921,0.0002060484,0.0001773054,0.0000935283,0.0007076112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002990241,0.0002375001,0.01915442,0.00008293041,0.00006543726,0.0000878525,0.3692728,0.00002473632,0.0006000505,0.1142791,0.1611506,0.3350147],"study_design_scores_gemma":[0.0004419471,0.0002185454,0.09726491,0.00009261433,0.00005429333,0.000004795408,0.03476301,0.0002787281,0.0000981779,0.009138805,0.8570638,0.0005804057],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4402853,0.006025295,0.0007179288,0.3743876,0.002053907,0.000326048,0.0001021186,0.0001972793,0.1759045],"genre_scores_gemma":[0.9510035,0.001814038,0.001037973,0.008311254,0.003038057,0.00001132141,0.000004075137,0.00003073014,0.03474904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6959132,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.138246438775887,"score_gpt":0.3310330918540236,"score_spread":0.1927866530781366,"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."}}