{"id":"W4391264071","doi":"10.1016/j.jobe.2024.108640","title":"Assessment of hydration, strength, and microstructure of three different grades of calcined marls derived from phosphate by-products","year":2024,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Concrete and Cement Materials Research","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"OCP Group","keywords":"Marl; Microstructure; Calcination; Phosphate; Materials science; Mineralogy; Composite material; Chemistry; Geology; Organic chemistry","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":[0.0001660126,0.0001403857,0.0003798731,0.000173726,0.00001023845,0.00003507557,0.0001234881,0.00005278828,0.00002849742],"category_scores_gemma":[0.00003794311,0.0001177931,0.00006136146,0.0001327876,0.00002004151,0.0001339187,0.00004050026,0.0001651734,4.02776e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004363597,"about_ca_system_score_gemma":0.00002484691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000181814,"about_ca_topic_score_gemma":0.000001388867,"domain_scores_codex":[0.9989575,0.00001100876,0.0005403311,0.00009626975,0.0002568956,0.0001380388],"domain_scores_gemma":[0.9995465,0.00009313662,0.0001064872,0.000112777,0.00009045346,0.00005066563],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000009584559,0.000007159293,0.000820148,0.000846567,0.0002341993,0.000004758263,0.00009974186,0.01315338,0.9837046,0.00007669698,0.00008509032,0.0009581267],"study_design_scores_gemma":[0.0002888673,0.00007601292,0.01811413,0.0005771625,0.00005931436,0.000006091073,0.00002015849,0.04368317,0.9369676,0.00005335224,0.00006245167,0.00009174089],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800286,0.005684309,0.01368514,0.00003101188,0.0004205783,0.00007366419,0.00005210676,0.00002029022,0.000004325908],"genre_scores_gemma":[0.9952604,0.000623782,0.003982087,7.688292e-7,0.00009720599,0.00000134513,0.000006041376,0.00002607763,0.000002335814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.046737,"threshold_uncertainty_score":0.4803465,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008672127476076272,"score_gpt":0.2426510940387862,"score_spread":0.2339789665627099,"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."}}