{"id":"W7097145645","doi":"","title":"MOHAMED AMINE MEZOUR","year":2014,"lang":"en","type":"article","venue":"","topic":"Higher Education Practises and Engagement","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Diffuser (optics); Nobel laureate; Bimetal","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001590949,0.0007294689,0.0005581779,0.0008136247,0.002483663,0.004383937,0.00126031,0.002767358,0.1569918],"category_scores_gemma":[0.006892869,0.0002752689,0.0003311324,0.0005142797,0.001246723,0.003236443,0.00321271,0.003461015,0.06882226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002347092,"about_ca_system_score_gemma":0.004704285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006790382,"about_ca_topic_score_gemma":0.007394067,"domain_scores_codex":[0.9980488,0.0003673558,0.0001008783,0.0003856593,0.0008859318,0.0002113582],"domain_scores_gemma":[0.9975283,0.0004298391,0.0001514737,0.0001563394,0.001223639,0.000510458],"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":[0.0000809113,0.00003580003,0.0007535066,0.0003867816,0.00001158474,0.0005919617,0.001118891,0.0001447858,0.0006904451,0.04224012,0.8253847,0.1285604],"study_design_scores_gemma":[0.000003684189,0.000007842001,0.0002349784,0.0001069487,0.000002774635,0.000369991,0.0003645974,0.00004272069,0.0002209553,0.001484707,0.9971538,0.000007058935],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.005187442,0.06829451,0.004649644,0.2067729,0.04086294,0.0001110761,0.0007946741,0.0006590782,0.6726677],"genre_scores_gemma":[0.03727883,0.02730007,0.001752716,0.02794055,0.003529708,0.00006712012,0.0003882283,0.0002551445,0.9014876],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8430082,"threshold_uncertainty_score":0.5251898,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0473410991004648,"score_gpt":0.3675018469141009,"score_spread":0.3201607478136361,"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."}}