{"id":"W2539292263","doi":"10.1007/978-3-319-34201-6_1","title":"Part I: Advice","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Socioeconomic Development in MENA","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Interview; Advice (programming); Plan (archaeology); Focus (optics); Sociology; Focus group; Interpersonal communication; Section (typography); Public relations; Gender studies; Psychology; Political science; History; Social science; Business; Advertising; Anthropology; Archaeology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002489425,0.0007562379,0.0007537829,0.001579185,0.002495701,0.002889774,0.001860271,0.01040913,0.3666206],"category_scores_gemma":[0.01748338,0.0003590736,0.0006377888,0.001112067,0.0008184937,0.004062186,0.00279406,0.005836715,0.2568065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002183147,"about_ca_system_score_gemma":0.005273189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008035019,"about_ca_topic_score_gemma":0.02499037,"domain_scores_codex":[0.9983649,0.000315506,0.00007304917,0.0002105933,0.0008059142,0.0002299985],"domain_scores_gemma":[0.9949417,0.001180356,0.0001401921,0.0002710653,0.002167157,0.001299528],"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":[0.000003255763,0.000007468965,0.00002876193,0.00002046564,3.600724e-7,0.00001055818,0.00003438681,0.000005913601,0.00001313728,0.0009435572,0.9865042,0.01242803],"study_design_scores_gemma":[0.000003415563,0.000002518497,0.00007339241,0.0001027561,7.721584e-7,0.00001674426,0.00006569216,0.000007628194,0.00000963125,0.0009532479,0.9987625,0.000001794449],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000423379,0.01153355,0.001205705,0.2950502,0.06933431,0.0002209872,0.001011909,0.000530376,0.6206896],"genre_scores_gemma":[0.0007756665,0.002055151,0.0004405767,0.0710365,0.005401133,0.0001165499,0.0002936505,0.0001638983,0.9197168],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3666206,"threshold_uncertainty_score":0.9034389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03139311661911757,"score_gpt":0.2820177914915793,"score_spread":0.2506246748724617,"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."}}