{"id":"W4251030145","doi":"10.4000/communication.7096","title":"Benjamin FERRON, Nicolas HARVEY et Olivier TRÉDAN (dir.) (2015), Des amateurs dans les médias. Légitimités, autonomie, attachements","year":2017,"lang":"fr","type":"article","venue":"Communication","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art; Humanities; Philosophy","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":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.005116308,0.0002954986,0.000326929,0.00007761346,0.00522012,0.0005026234,0.002212702,0.0004053938,0.0005779221],"category_scores_gemma":[0.00191686,0.0003534106,0.0001522801,0.0001484903,0.005112307,0.001384032,0.0003505982,0.0005306368,0.0002234776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006669991,"about_ca_system_score_gemma":0.0006373187,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009914062,"about_ca_topic_score_gemma":0.01068218,"domain_scores_codex":[0.9956992,0.002469327,0.0005722286,0.000415319,0.0002960657,0.0005478419],"domain_scores_gemma":[0.9955434,0.001226261,0.0007759741,0.001836278,0.0004042352,0.0002138635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001421366,0.001230398,0.3721718,0.0001727499,0.0003100827,7.6433e-7,0.1546782,0.00009269718,0.0002612721,0.2527624,0.05273636,0.165569],"study_design_scores_gemma":[0.0004700197,0.00004682209,0.704169,0.0003096813,0.000121473,0.000002213325,0.04110988,0.0003064269,0.00007664892,0.008128906,0.2448529,0.0004061063],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7541506,0.04420552,0.0007433273,0.0787745,0.002570411,0.0008721261,0.0001185921,0.0001625076,0.1184024],"genre_scores_gemma":[0.9286898,0.03164455,0.007083687,0.0005159027,0.00065302,0.0001783181,0.000396938,0.00004752263,0.0307903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3319971,"threshold_uncertainty_score":0.9998918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4679816159435529,"score_gpt":0.5254758126235651,"score_spread":0.05749419668001227,"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."}}