{"id":"W4388941942","doi":"10.1007/978-981-99-7687-4_8","title":"Observations and Memories from CCICED Members and Others","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"International Institute for Sustainable Development","funders":"","keywords":"Supply side; Demand side; Advice (programming); Business; Public relations; Computer science; Process management; Psychology; Political science; Economics; Environmental economics; Commerce","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":[],"consensus_categories":[],"category_scores_codex":[0.0001523663,0.0002230496,0.0002354448,0.0001363674,0.0002022868,0.0002992862,0.0006080454,0.0001574244,0.00008496391],"category_scores_gemma":[0.00004139204,0.0002153271,0.00002885971,0.00004846585,0.0001726888,0.0002778914,0.0008698917,0.0002152534,0.00002637413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003300033,"about_ca_system_score_gemma":0.00009390514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000452785,"about_ca_topic_score_gemma":0.0008488668,"domain_scores_codex":[0.9991101,0.00001704427,0.0001976128,0.0002756095,0.0002580793,0.0001415605],"domain_scores_gemma":[0.9985837,0.0005396039,0.00008496783,0.0006331158,0.0001047676,0.00005381393],"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":[8.717053e-7,0.000001184102,0.00004279837,0.00001962525,0.00007672115,0.00000557512,0.003148769,0.000001344222,0.000002870627,0.9848049,0.009700781,0.002194545],"study_design_scores_gemma":[0.0002727203,0.00003315758,0.001856992,0.000389565,0.0000365306,0.000007596449,0.0004108291,0.002093201,0.00005677409,0.6387165,0.3553356,0.0007905688],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006350862,0.0006536455,0.009212924,0.005188143,0.001171476,0.0002580723,0.00009416197,0.001089454,0.981697],"genre_scores_gemma":[0.0002989856,0.0009157234,0.06425355,0.001062899,0.00008106098,0.00001699803,0.00003802612,0.00005513639,0.9332776],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3460884,"threshold_uncertainty_score":0.8780786,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08138504244078809,"score_gpt":0.2409330814119078,"score_spread":0.1595480389711197,"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."}}